Hardware News.
The chips, GPUs and data-center hardware underneath the AI boom, explained without the spec-sheet jargon. We cover new silicon from Nvidia, AMD, Intel, Apple and the custom-ASIC challengers, and why each launch matters for cost, performance and who wins.
Hardware
TSMC Adds $100B to Arizona as Capex Guidance Jumps
TSMC reported record Q2 net income of NT$706.56 billion, up 77.4% year over year, and CEO C.C. Wei committed another $100 billion to Arizona for at least four more 2nm-and-below fabs, lifting total US investment to $265 billion. The surprise was capex: 2026 guidance jumped to $60-64 billion from $52-56 billion.
Hardware
ASML Raises 2026 Guidance Again as EUV Orders Surge
ASML posted Q2 net sales of 9.3 billion euros and raised full-year 2026 guidance to 43-45 billion euros, up from 36-40 billion, the second raise this year. It is also expanding 2027 EUV capacity by 30%, which is the number that actually matters.
Hardware
Apple Commits $30B to Broadcom Custom Silicon to 2031
Apple committed more than $30 billion to Broadcom to co-design custom silicon and wireless connectivity chips through 2031, and Broadcom will spend $1.5 billion expanding its Fort Collins, Colorado plant to supply the RF and wireless parts Apple depends on.
Hardware
AMD's Zen 6 EPYC 'Venice' Lands July 22 With 256 Cores
AMD confirmed its first Zen 6 chips, the EPYC 'Venice' server line, launch July 22 to 23 at Advancing AI 2026, topping out at 256 cores on TSMC's 2nm node with a new chiplet package, SP7 socket and 16-channel memory aimed at AI data centers.
Hardware
NAVER, NVIDIA Build Gigawatt Sovereign AI in Korea
NAVER will expand its sovereign AI infrastructure on NVIDIA DSX, starting at 55 megawatts and scaling toward gigawatt capacity to power next-gen HyperCLOVA X models and a Korean AI agent platform.
Hardware
New York Orders First US Data Center Moratorium
New York became the first state to freeze new AI data centers: Gov. Kathy Hochul signed an executive order on July 14, 2026 pausing environmental permits for facilities of 50 MW or more for up to a year while the state writes new energy, water, and cost rules.
Hardware
SK Hynix HBM4 Warning Triggers Record Memory-Stock Selloff
A brokerage note pegging SK Hynix's Q2 profit 8% below consensus, citing slower HBM4 shipments, sent SK Hynix down 15% in its worst single-day drop ever and dragged Micron, SanDisk, and Western Digital down about 6% in sympathy on July 13, 2026.
Hardware
SK hynix and NVIDIA Sign Multi-Year Deal for Vera Rubin Memory
SK hynix and NVIDIA have signed a multi-year partnership to co-develop memory for the Vera Rubin platform, Vera CPUs, RTX Spark, and Jetson Thor, locking in HBM supply for NVIDIA's next three GPU generations.
Hardware
Nvidia's LPU Bets Inference Needs Its Own Silicon
Nvidia unveiled a Language Processing Unit, a chip class purpose-built for LLM inference rather than training, signaling that the company sees the money moving from building models to serving them and wants to own that layer before rivals like Groq and Cerebras do.
Hardware
Intel Fixes Its 18A Yield Problem, Clearing Panther Lake Ramp
Research firm BlueFin says Intel has resolved the yield issues plaguing its 18A process and is ramping production toward roughly 30,000 wafers a month, the single biggest step toward making Panther Lake widely available and proving Intel Foundry can compete.
Hardware
Nvidia's Feynman Bets AI's Future on Light, Not Copper
Nvidia's post-Rubin Feynman architecture will be its first to use NVLink switches with co-packaged optics, moving photonics next to the switch chip because copper can no longer move enough bits per watt in AI racks.
Hardware
Google's Ironwood TPU Goes Live to Challenge Nvidia
Google's seventh-generation Ironwood TPU is now generally available, packing 9,216 chips into a single 42.5-exaflop pod and claiming a 44% lower cost of ownership than an Nvidia GB200 server.
Hardware
RAMageddon: why RAM prices just spiked 60% in one quarter
AI's appetite for HBM is cannibalizing the wafers that make ordinary DRAM, driving the worst memory shortage in 15 years: DRAM contract prices rose up to 63% and NAND up to 75% in a single quarter.
Hardware
Rapidus undercuts TSMC with $20K 2nm wafers for 2027
Japan’s state-backed Rapidus plans to price its 2nm-class wafers around $20,000 when it launches in 2027, a deliberate discount to TSMC’s leading-edge rates aimed at breaking the foundry’s pricing power.
Hardware
Qualcomm bets $4B on Modular to own the AI software stack
Qualcomm is in talks to buy Modular Inc. for about $4 billion, a move to bolt a CUDA-style software layer onto its silicon and turn its Dragonfly data-center chips into a real Nvidia alternative.
Hardware
TSMC Hikes Wafer Prices as Its Foundry Grip Tightens
TSMC is raising 3nm wafer prices by roughly 15% before year-end and lifting all leading-edge nodes 5 to 10%, using a 72% share of the foundry market to pass AI-era costs straight to Nvidia, AMD, and Apple. The price of every advanced chip is about to move.
Hardware
2026 is a GPU drought: RTX 50 Super slips to 2027
The RTX 50 Super refresh has reportedly slipped to CES 2027 and AMD's next-gen RDNA 5 is not expected until late 2027 or 2028, leaving 2026 as one of the thinnest years ever for genuinely new desktop graphics cards.
Hardware
Nvidia's Groq 3 LPU Bets Inference Isn't a GPU Problem
Nvidia is shipping a Language Processing Unit, the Groq 3 LPU, in liquid-cooled racks of 256 chips with 128GB of on-chip SRAM, a purpose-built inference part that concedes GPUs are not the ideal way to serve large models fast.
Hardware
Nvidia's RTX Spark Chip Storms the Windows PC Market
Nvidia unveiled its RTX Spark Superchip, a laptop processor for Windows PCs, pushing beyond graphics into the CPU that has long belonged to Intel, AMD and Qualcomm, and sending their shares lower.
Hardware
John Deere must open repairs under FTC right-to-repair deal
The FTC and five states secured a settlement on July 8, 2026 forcing John Deere to give farmers and independent shops the same repair software it reserves for dealers, for 10 years under federal supervision.
Hardware
Nvidia's 16-Hi HBM demand triggers a memory sprint
Nvidia asked SK Hynix, Samsung and Micron to deliver 16-high HBM4 stacks by Q4 2026, a density never shipped commercially. To fit 16 layers the suppliers must thin each DRAM wafer to about 30 microns without warping, and the winner locks in the richest slice of the AI-memory boom.
Hardware
RAMpocalypse: DRAM Prices Jump 90% as AI Eats Supply
DRAM prices surged about 90% in Q1 2026 as Samsung, SK Hynix and Micron shifted most output to AI memory, draining consumer supply and triggering a US price-fixing lawsuit.
Hardware
NVIDIA Halos Brings a Safety Stack to Physical AI
NVIDIA unveiled Halos, described as the first full-stack safety system for robotics and physical AI, unifying AI compute with functional safety across the robot stack.
Hardware
TSMC Starts 2nm Volume Production, Already Sold Out
TSMC began volume production of its 2nm-class N2 process, its first with gate-all-around transistors, and its 2026 capacity is already fully booked, with Apple taking more than half of the initial output ahead of Qualcomm, AMD and Nvidia.
Hardware
Nvidia's RTX Spark Superchip Puts an AI PC in a Box
Nvidia's RTX Spark is a single superchip pairing a 20-core Arm CPU with a Blackwell GPU and 128GB of unified memory, aiming to run local AI agents on Windows PCs shipping this fall from Dell, HP, Lenovo, Asus, and Microsoft Surface.
Hardware
Qualcomm's AI200 and AI250 Chase Nvidia in Inference
Qualcomm, best known for phone chips, is entering the data center with its AI200 and AI250 accelerators aimed at AI inference, the cheaper, higher-volume half of AI compute, with Saudi firm Humain signed as its first 200-megawatt customer.
Hardware
Samsung Ships First 12-Layer HBM4E Memory Samples
Samsung has sampled the industry's first 12-layer HBM4E memory, hitting up to 16 Gbps per pin and about 3.6 TB/s of bandwidth per stack at 48GB, aimed squarely at next-generation AI accelerators.
Hardware
Nvidia's Vera Rubin Platform Targets the Supercomputer
At ISC High Performance 2026, Nvidia unveiled the Vera Rubin platform, a full-stack successor to Blackwell that restores native double-precision (FP64) compute for scientific supercomputing. With 35 AI-HPC systems already in development across Europe, Nvidia is fusing the AI and traditional-HPC roadmaps into one architecture.
Hardware
Jim Keller's Tenstorrent Guns for Cerebras and Nvidia
Tenstorrent CEO Jim Keller says his startup's Blackhole Galaxy servers deliver up to 5x better cost than an Nvidia GB300 and will beat Cerebras on everything, betting the AI-chip war is now won on total cost of ownership and open RISC-V, not peak compute.
Hardware
AMD's MI455X and Helios Take Direct Aim at Nvidia
AMD's Instinct MI455X accelerator and its 72-GPU Helios rack, detailed at the Advancing AI 2026 event in July, are engineered to match Nvidia's Vera Rubin on training and inference, even as analysts dispute whether volume shipments slip toward 2027.
Hardware
Nvidia's RTX Spark superchip turns Windows into an AI OS
Nvidia's RTX Spark is a superchip that fuses a Blackwell RTX GPU (6,144 CUDA cores) with a 20-core Grace CPU and 128GB of unified memory over NVLink-C2C, delivering up to 1 petaflop of AI compute so agentic models run on-device inside Windows PCs shipping this fall.
Hardware
Nvidia's Vera Rubin Brings Native FP64 Back to Science
At ISC 2026 in Hamburg, Nvidia positioned Vera Rubin as a scientific supercomputer: each Rubin GPU delivers 200 TFLOPS of FP64, 288GB of HBM4, and 22 TB/s of bandwidth, with rack-scale systems hitting 5 petaflops of native double precision.
Hardware
SK hynix and Samsung Race to Ship 12-Layer HBM4E
Samsung shipped the industry-first 12-layer HBM4E samples on May 29, 2026 and SK hynix followed on June 18, both packing 48GB per stack at roughly 4TB/s to feed next year AI accelerators like Nvidia Rubin Ultra, but neither has cleared qualification or volume production yet.
Hardware
Intel's Crescent Island GPU Skips HBM for 160GB of LPDDR5X
Intel's Crescent Island is an inference-only data-center GPU on the new Xe3P architecture that packs 160GB of LPDDR5X, scalable to 480GB, deliberately trading HBM bandwidth for capacity and cost to dodge the memory supply crunch. Sampling begins in the second half of 2026.
Hardware
OpenAI's First Chip, Jalapeno, Targets Cheaper Inference
OpenAI and Broadcom unveiled Jalapeno on June 24, 2026, OpenAI's first custom chip: a TSMC 3nm inference-only ASIC with eight HBM stacks, taped out in nine months, that Broadcom claims runs LLMs about 50% cheaper than GPUs.
Hardware
Nvidia's RTX Spark Superchip Bets Windows Goes Agentic
Nvidia's RTX Spark is a single superchip pairing a 20-core Arm CPU, a Blackwell GPU and 128GB of unified memory to deliver about 1 petaflop of AI compute, built to run agents locally instead of in the cloud.
Hardware
AMD Brings FSR 4.1 to RX 7000 Cards, Weeks Ahead of Plan
AMD shipped FSR 4.1 upscaling to Radeon RX 7000 GPUs in the Adrenalin 26.6.2 driver on June 22, 2026, earlier than its July promise, using an INT8 model to reach RDNA 3 and light up 300+ games.
Hardware
HBM4 Enters Production for NVIDIA's Vera Rubin
SK hynix, Samsung, and Micron are all in mass production of HBM4 for NVIDIA's Vera Rubin GPUs, doubling the memory interface to 2,048 bits and pushing past 2TB/s per stack, with first systems shipping in Q3 2026.
Hardware
The Memory Supercycle Is Here, and AI Priced Everyone Out of RAM
DRAM contract prices are set to jump 50 to 55 percent this quarter and HBM is sold out for all of 2026 as AI data centers consume memory capacity. SK Hynix plans to double output, but consumers face pricier phones and PCs now.
Hardware
Nvidia's Vera Rubin NVL72 Enters Production, and AI Scale Climbs
Nvidia confirmed its next-generation Vera Rubin NVL72 system enters production ramp in Q3 2026, packing 72 Rubin GPUs and roughly 20.7 TB of HBM4 memory per rack. It is built to keep AI training scaling as models outgrow today's hardware.
Hardware
Intel Bets on Memory, Not Muscle, With the 480GB Crescent Island AI GPU
Intel unveiled Crescent Island, a data center GPU with up to 480GB of memory built for agentic AI. In a market obsessed with raw compute, Intel is quietly attacking a different bottleneck.
Hardware
Nvidia Is Reviving the RTX 3060 in 2026. That Tells You Everything About the GPU Market.
A five-year-old graphics card is coming back this month because the factories that should be building new ones are busy printing AI chips. The consumer GPU market has effectively frozen.
Hardware
Nvidia's RTX Spark Superchip Is a Land Grab for the Entire PC
At Computex, Nvidia unveiled an Arm-based superchip that fuses a 20-core CPU, a Blackwell GPU, and 128GB of unified memory into one package. It is a direct shot at AMD, Intel, and Qualcomm.
Hardware
HBM: The Memory That Makes Modern AI Possible
The chips that train AI get all the glory. The unsung hero sitting right next to them is a stack of memory most people have never heard of.
Hardware
Why Displays Moved From LCD to OLED
The screens on our best phones and TVs went through a quiet revolution in how they make light. The difference explains why a good OLED looks so striking.
Hardware
Apple Raises Mac and iPad Prices as Memory Costs Bite
Apple is pushing up MacBook and iPad prices, blaming soaring memory costs, a sign the AI-driven squeeze on DRAM is reaching consumers.
Hardware
Oxide's Rack-Scale Computer Is a Bet Against the Cloud Status Quo
Oxide ships a whole rack designed as one coherent computer, hardware, firmware, and control plane co-designed. An interactive 3D tour shows the pitch.
Hardware
RISC-V Is the Open Standard Chipmakers Can't Ignore
Most chips speak an instruction set someone else owns and licenses. RISC-V is the radical idea that the basic language of a processor should be free.
Hardware
Why Your Next GPU Costs More Than Your Last
The graphics card used to be where enthusiasts splurged. Now it's where an entire industry's priorities collide, and gamers pay the difference.
Hardware
The Quiet Engineering Behind a Good Mechanical Keyboard
A keyboard seems like the most solved object in computing. Get close to one and you find a surprising amount of deliberate engineering under each key.
Hardware
Why Solid-State Drives Quietly Beat Hard Drives
One of the biggest leaps in everyday computing wasn't a faster processor. It was replacing a spinning disk with a chip, and most people barely noticed why it mattered.
Hardware
Why ARM Chips Are Eating the Laptop Market
For decades the laptop meant x86. A wave of ARM-based machines flipped the script by leading with the one spec buyers actually feel: battery life.
Hardware
The Heat Problem: Why Chips Can't Just Get Faster
There's a simple reason your processor doesn't just run twice as fast every year anymore. Physics turned the dial down, and the whole industry had to adapt.
Hardware
What '3nm' Actually Means on a Chip
Chipmakers love to brag about nanometers, and every new number sounds like progress. The truth behind the marketing is more interesting than the label.
Hardware
What an NPU Is, and Why Your Laptop Suddenly Has One
New phones and laptops advertise a component most buyers have never heard of: the NPU. It reflects a real shift in what our devices are being asked to do.
Hardware
Why AI Data Centers Are Straining the Power Grid
The AI boom is, underneath, an electricity story. Training and running these models needs enormous power, and the grid was not built for the demand surge.