Today's Hardware Pulse

Nvidia and SK Hynix ink multi-year AI memory chip pact
Nvidia and SK Hynix have signed a multi‑year agreement to co‑develop next‑generation memory chips optimized for artificial‑intelligence workloads. The collaboration will focus on memory for Nvidia’s Vera Rubin accelerator and broader AI infrastructure, pairing Nvidia’s AI expertise with SK Hynix’s high‑performance memory capabilities.
Also developing:
By the numbers: Rapidus raises $943M in funding
RAM Shortage Drives Up Laptop, Smartphone and Console Prices by Up to $300
A worldwide shortage of DRAM memory, amplified by soaring AI workloads, is forcing manufacturers to lift prices on laptops, smartphones and gaming consoles. Price hikes range from $150 to $300 per device and up to 30% for some models, prompting warnings of consumer backlash and possible regulatory action.

Listen to the New Steam Controller Buzz to the Tune of Doom
Valve’s second‑generation Steam Controller can emit recognizable melodies by driving its trackpad haptic motors at audio frequencies. A community‑built tool called Steam Haptics Singer converts MIDI files into vibration patterns, letting users play tunes like Super Mario, Portal’s "Still Alive" and even...
Acer Unveils Predator Atlas 8 Handheld Powered by Intel’s New Arc G3 Chips
Acer announced the Predator Atlas 8, a Windows 11 handheld gaming device built around Intel’s Arc G3 and G3 Extreme processors. The 8‑inch, 80 Wh unit targets high‑performance gamers and marks a direct challenge to AMD‑based rivals such as the Steam...
FormFactor’s Cryogenic Probe Tech Seen as Undervalued Asset in Quantum Chip Market
FormFactor is gaining recognition for its precision cryogenic probe stations that let researchers test quantum dies at 4 K, a capability investors say is not fully priced into its shares, which have risen over 300% in the past year. The company’s...
Dell Alienware AW2726DM Review: QD-OLED Gaming for $350
Dell’s Alienware AW2726DM is a 27‑inch QD‑OLED gaming monitor priced at about $350, positioning it as the cheapest OLED option on the market. It offers a 1440p resolution, 240 Hz refresh rate and sub‑0.3 ms response times, delivering class‑leading motion performance. However,...

Engadget Review Recap: ASUS ROG Zephyrus Duo, Fitbit Air, GoPro Mission 1 and More
Engadget’s latest review roundup covers a dual‑screen gaming laptop, a new Fitbit wearable, GoPro’s high‑end Mission 1 Pro action cam, Sony’s premium 1000X Collexion headphones, flagship Chinese smartphones, and refreshed audio and projection gear. The ASUS ROG Zephyrus Duo dazzles with...
Samsung Ships First 12‑Layer HBM4E Samples, Boosting AI Memory Lead
Samsung Electronics started shipping 12‑layer HBM4E high‑bandwidth memory samples to global AI customers, offering 48 GB capacity, up to 16 Gbps per pin and 3.6 TB/s bandwidth. The move triggered a 4%‑plus rise in Samsung’s share price and positions the company ahead of...

U.S. Air Force to Replace F-16’s Aging Computer Brain
The U.S. Air Force has issued a sources‑sought notice to replace the F‑16’s legacy Modular Mission Computer with a Next‑Generation Mission Compute (NGMC) for Blocks 40, 42, 50 and 52. The NGMC will be a software‑defined, open‑architecture drop‑in unit that separates safety‑critical and mission‑critical...
Perplexity Is Giving Out Tech's Latest Status Symbol: A Mac Mini
Perplexity has begun sending Mac Mini computers to a select group of tech influencers to showcase its new AI‑powered Personal Computer software. The move comes as demand for the Mac Mini has exploded, driven by AI applications such as OpenClaw...
Linktop Launches Graphene-Based Cooling Headband
Chinese smart‑wearable maker Linktop has introduced the Lifestone Graphene Cooling Headband, a battery‑free wearable that leverages graphene’s high thermal conductivity to passively dissipate heat during intense exercise. The headband aims to lower core body temperature and heart rate, thereby extending...

How to Use uops.info
The twelfth video of the Performance‑Aware Programming series walks readers through uops.info, a web resource that catalogs micro‑operation (uop) breakdowns for modern CPUs. It explains how to navigate the site, search for specific x86 instructions, and interpret the latency, port...
Dell Raises FY27 Revenue Forecast by $27 B as AI Server Demand Outstrips Supply
Dell Technologies posted record Q1 results, repurchased 11 million shares at $147 each and lifted its FY27 revenue outlook by $27 billion. The company cited explosive AI server demand and component shortages, a mix that is reshaping trader sentiment and market liquidity.
Huawei Unveils Tau Scaling Law, Targets 1.4nm‑Equivalent Chips by 2031
Huawei introduced the Tau (τ) Scaling Law, a design framework that shifts focus from transistor shrinkage to signal‑delay optimization. The company says the approach will deliver 1.4nm‑equivalent density by 2031 using mature process nodes, and it has already shipped more...
VanEck Semiconductor ETF Set to Ride Second Wave of AI Investment
VanEck's SMH ETF, which has delivered more than 350% total return over three years, is positioned to capture the next wave of AI‑related capital. Its market‑cap‑weighted design concentrates exposure to megacap chipmakers that stand to benefit from projected AI‑driven semiconductor...

AI Services Sacrifice Five‑nine Uptime for Double Capacity
Great Stanford CS153 course... Amin Vahdat who runs Google's AI infrastructure and the TPU program behind Gemini. His point on reliability: "Five nines (99.999%) = 30 sec of downtime/year - but it costs you 2N redundancy, so half your power sits idle. Three...

ZimaCube 2 Pro, When You Need Blazing Fast NAS Performance
IceWhale’s ZimaCube 2 Pro delivers high‑performance network‑attached storage powered by an Intel Core i5‑1235U with 2 performance and 8 efficiency cores. It ships with a 256 GB PCIe Gen4 × 4 SSD, 16 GB DDR5‑4800 RAM, and can house up to six SATA 3 drives plus four PCIe Gen3 × 4 M.2...

Nvidia Launches ARM‑Based Windows Laptops, Building New Ecosystem
Nvidia enters arm The company will soon announce its entry into arm Windows laptops, a move that will create a new ecosystem of Nvidia powered laptops alongside new Nvidia graphics + arm processors laptops
Monash Researchers Unveil Room‑Temperature Photonic Valleytronic Chip
Scientists at Monash University have built a compact chip that generates, directs and detects light‑based signals in a single device, operating at room temperature. The breakthrough, reported in Nature Photonics, could accelerate the shift toward photonic computing with lower energy...
Infineon Teams with NVIDIA MGX AI Factory to Power Next‑Gen AI Server Racks
Infineon Technologies has entered NVIDIA's MGX AI Factory ecosystem, supplying silicon‑carbide and gallium‑nitride power‑delivery components for 800 VDC AI server racks. The move aims to boost compute density while keeping power, cooling and footprint constraints in check.
Xiaomi 17T Pro Review: Flagship Specs, 7,000 mAh Battery and $970 Price Tag
Xiaomi has launched the 17T Pro in Europe and the UK at €899 ($970) for the 12 GB/512 GB model. Reviewers praise its massive 7,000 mAh battery, 144 Hz OLED screen and Leica‑tuned camera suite, while noting modest upgrades over the 15T Pro and...
POSTECH Team Demonstrates Ballistic Electron Transport in Copper Interconnects
A collaborative team led by Professor Gil‑Ho Lee at POSTECH has observed ballistic electron transport in copper interconnects that match real‑world semiconductor dimensions. Published in Nature Communications, the experiment shows negative bend resistance at –188 °C, proving electrons can travel without...

"A New Era of PC": Microsoft and NVIDIA Tease Major Announcement Experts Predict to Be the Fabled N1X Chip
Microsoft and NVIDIA teased a joint announcement that could unveil a new Surface device powered by NVIDIA's rumored N1X chip, a 20‑core ARM processor with integrated RTX graphics. The hint, posted on both companies' X accounts, referenced the latitude and...

Building Fixed HW Implementations of Neural Networks (Yale, Cornell Et Al.)
Researchers from Yale, Cornell, Boston University and NTT Research propose Physical Foundation Models—fixed hardware implementations of large‑scale neural networks. By embedding trillion‑parameter models directly into the physical substrate, such as 3D nanostructured glass, they claim orders‑of‑magnitude gains in energy efficiency,...

Accelerating 2nm & Advanced Packaging Through Global Collaboration
The article outlines how AI is reshaping semiconductor manufacturing, prompting Rapidus to pioneer an "AI Foundry" that couples 2nm process technology with advanced 3D packaging. By embedding sensors and machine‑learning analytics throughout the fab, Rapidus aims to slash design‑qualification cycles...
SanDisk Soars Over 500% YTD as Barclays Raises Target to $2,300
SanDisk (SNDK) has surged more than 500% year‑to‑date, trading near $1,590 after Barclays upgraded the stock to Overweight and lifted its price target to $2,300, implying about 45% upside. The bank’s bullish case rests on $42 billion of minimum contractual revenue...
BYD Launches China’s First 4nm Automotive Chip, Boosting Domestic EV Manufacturing
BYD announced the Xuanji A3, a 4‑nanometer automotive‑grade processor for self‑driving functions, claiming 20% lower power consumption than comparable chips. The move deepens BYD’s vertical integration and intensifies competition with Huawei, Nvidia and Qualcomm in China’s EV sector.
Samsung Ships First 12‑Layer HBM4E Samples, Boosting AI Memory Bandwidth
Samsung Electronics started shipping the industry's first 12‑layer HBM4E memory samples, offering 48 GB capacity and up to 3.6 TB/s bandwidth per stack. The launch positions Samsung ahead in the high‑bandwidth memory market as AI and high‑performance computing demand surge.
Dell Posts Record $43.8B Q1 Revenue, Up 88% on Enterprise Demand
Dell Technologies announced a record $43.8 billion first‑quarter revenue, an 88% increase year‑over‑year, powered by surging AI server and traditional enterprise hardware sales. The company lifted its fiscal‑2027 revenue guidance by roughly $27 billion and warned that component shortages could curb growth...
Micron's $1 Trillion Valuation Signals Structural AI Memory Demand
Micron Technology’s market cap topped $1 trillion as its high‑bandwidth memory chips fuel a structural surge in AI hardware demand. The rally, backed by hyperscale AI spend and investor backing from Anthropic, confirms that AI‑driven memory needs will shape consumer devices...

The RAMageddon Hits Home | Opinion
Valve announced steep price hikes for its Steam Deck handheld, pushing the 512 GB model from $550 to $790 and the 1 TB version from $650 to $950—a rise of over 40%. The increases reflect a broader supply‑chain crunch in RAM and...

At $549, Lenovo’s Legion Go S Gaming Handheld Is Suddenly a Good Deal
Lenovo’s Legion Go S handheld gaming PC is now priced at $549.99 on Woot, a steep discount from its original $729.99 list price. The price drop makes it a rare value proposition after Valve raised the Steam Deck OLED to...

Energy Efficient Compute Is Most Important Attribute for Customers, TSMC Claims
TSMC says energy‑efficient compute has become the top priority for customers across edge, mobile, IoT, HPC and data‑center segments. The company is targeting a 30% efficiency gain per process generation and is on track despite plans for 1 MW‑plus chips by...
Intel and 3DGS Back a $3.3bn Glass-Substrate Plant in India’s Odisha
Intel and 3D Glass Solutions have signed an MoU to build a $3.3 billion glass‑core substrate plant in Odisha, India, over the next five to six years. The facility will target production of about 70,000 glass substrates, 50 million assembled units and...
Infineon Joins NVIDIA’s MGX AI Factory Ecosystem
Infineon Technologies has joined NVIDIA’s MGX AI Factory ecosystem, supplying 800 VDC power‑management solutions that integrate with NVIDIA’s modular MGX architecture. The partnership leverages Infineon’s silicon‑carbide (SiC) JFETs and gallium‑nitride (GaN) converters to deliver ultra‑compact, high‑efficiency bus conversion from grid to...

Hardware’s Back, Baby: AI Supercharges Server, PC and Memory Sales
AI‑driven demand is reviving the hardware sector, with Dell Technologies posting an 88% jump in AI server revenue that lifted its stock 33% in a single day. Memory makers Micron and SK Hynix each breached the $1 trillion market‑cap threshold as AI‑centric...

I Finally Used a High-End Portable Hotspot on Holiday – and I Get the Hype, but Still Not the Price
Netgear’s Nighthawk M7 5G portable hotspot, priced at roughly $614 (£479), aims at corporate travelers who need a dedicated Wi‑Fi hub. In field tests on Tenerife, the device delivered a solid Wi‑Fi 7 network whenever any 5G signal was present, but it could...
Latest Hypershell Exoskeletons Put an AI-Powered Spring in Your Step
Hypershell unveiled its X Series exoskeletons—Ultra S, Max S, and Pro S—featuring the AI‑driven HyperIntuition motion‑control system that claims 97.5% gait synchronization and sub‑second response. The devices deliver up to 1,000 W of power, 22 Nm of torque, and assisted speeds of 25 km/h while weighing...
Intel's Arc G3 Handheld Chips Debut; Acer Predator Atlas 8 Launches
Intel announced its Arc G3 and Arc G3 Extreme processors, the company’s first silicon built specifically for Windows 11 gaming handhelds. Acer immediately revealed the Predator Atlas 8, the first handheld to ship with the new chips, promising high‑refresh‑rate graphics,...
Samsung AI‑Chip Workers Secure $398K Bonuses, Avert Strike, Calm Supply Chain
Samsung Electronics' semiconductor union voted 74% in favor of a profit‑sharing plan that earmarks 10.5% of operating profit for bonuses, potentially paying up to 600 million won ($398,000) per worker. The deal halted an 18‑day strike threat, soothing concerns about AI‑chip...

MediaTek Dimensity 9600 Specs Surface Online Ahead of Expected Launch
MediaTek’s upcoming Dimensity 9600 chipset has surfaced online, hinting at a 2nm TSMC‑built processor that promises higher performance and better power efficiency. Leaked specs suggest support for LPDDR5X memory, UFS 4.0 storage, and an upgraded AI engine aimed at on‑device...
Steam Deck Sells Out Again Despite $300 Price Hike, Meanwhile Intel Unveils New Handheld Chip to Counter AMD's Dominance
Valve raised the Steam Deck OLED price by $300, pushing the 512 GB model to $789 and the 1 TB version to $949, yet the handheld sold out in under 24 hours and now tops Steam’s sales‑revenue chart. Supply gaps caused by a...

The AI Generation of Weighing Technology
Mettler Toledo introduced FreshAI, an AI‑driven item‑recognition solution that runs directly on its scales. The software identifies both packaged and unpackaged produce in half a second with 99% accuracy, storing data locally and communicating via encrypted REST/JSON. FreshAI speeds up...
Humidity-Activated Optical Chip Reveals Hidden Images for Secure Data Storage
UC San Diego researchers have created a postage‑stamp‑sized optical chip that switches between hidden images and colors in response to humidity. The bilayer device combines a laser‑writeable antimony trisulfide phase‑change layer with a swelling hydrogel top layer, enabling reversible data storage within...

This Chip Startup Just Raised $135M on a Bet that AI’s Biggest Bottleneck Isn’t Compute — It’s Memory
XCENA, a South Korea‑U.S. chip startup, announced a $135 million Series B round that lifts its valuation to $570 million. The company’s MX1 processor embeds compute directly into DRAM using a CXL link, aiming to cut the costly data shuttling between CPUs, GPUs...
Same Chip, Different Bins: Temperature Dictates Design Limits
Industrial High-T chips exist for specific markets. From 0-105C to -40-150C. They get binned differently for reliability and to honour the warranty, but otherwise are the same chip as the consuner/enterprise grade. It's an electromigration test. Beyond that at extreme...
ByteDance Builds AI Chips Rivaling Nvidia’s Groq
China’s ByteDance Developing New AI Chips Like Those from Nvidia Partner Groq — The Information https://t.co/PtVHdCSL3B
US‑China Tensions, EU Emergency Powers and TSMC Drive Semiconductor Supply‑Chain Turmoil
Washington’s push to curb China’s influence over Taiwan’s chipmaker TSMC and Brussels’ draft emergency powers to commandeer chip supplies are converging on a fragile semiconductor supply chain. The moves come as AI demand spikes, prompting investors and governments to reassess...
MSI's Claw 8 Launches with Intel's Arc G3 Extreme Handheld Chip
MSI has unveiled a new Claw 8 handheld gaming PC ahead of the Computex 2026, and it's using Intel's custom Arc G3 Extreme handheld gaming chip https://t.co/95gD8kN5cz

Toshiba Adds 125°C Quad-Channel Digital Isolators
Toshiba Electronic Devices & Storage has launched the DCL54xx01A series, a family of ten quad‑channel digital isolators that operate up to 125 °C. The devices use Toshiba’s magnetic‑coupling isolation technology and deliver up to 150 kV/µs common‑mode transient immunity and 150 Mbps data...

HP Omnibook 3 Review: Redefining the Budget Laptop
HP's OmniBook 3 targets the $599 budget laptop segment as a direct challenger to the MacBook Neo. It runs on a Qualcomm Snapdragon X processor, packs 16 GB of RAM, and delivers up to 24 hours of battery life, while offering a 16‑inch OLED display....