Desk218 storiesPage 4 of 10

Hardware.

Chips, devices, and physical computing

All desks AI DeFi & Crypto Fintech Hardware Software Drones & Robots Gaming

NVIDIA AI hardware systems displayed for high-performance compute workloads.

Wistron's Fort Worth NVIDIA plant makes AI superchip supply a U.S. manufacturing story

Wistron opened a 324,000-square-foot Texas facility producing NVIDIA Grace Blackwell Ultra systems and preparing for Vera Rubin Superchips.

3 min to readJul 22, 2026 · 17h

Hardware

Nvidia's RTX Spark and DLSS 4.5 push keep the PC hardware refresh tied to local AI, ray tracing, and creator workloads instead of raw GPU speed alone

Nvidia's Computex hardware wave and July gaming updates show how the RTX 50 ecosystem is being sold as a platform for personal AI agents, neural rendering, and high-end creator PCs.

3 min to readJul 19, 2026 · 05h

Samsung Flex Titanium foldable display technology visual.

Hardware

Samsung's Flex Titanium display stack makes foldable durability the next hardware battleground

Samsung introduced Flex Titanium technology for next-generation Galaxy foldables, combining a titanium-alloy film and titanium plate to reduce crease visibility while preserving strength.

3 min to readJul 18, 2026 · 17h

Space-grade AI chip concept showing satellite edge computing in orbit.

Hardware

Intel's Starfire space-grade Panther Lake chip points to a new hardware race where AI inference, trusted U.S. manufacturing, and orbital edge computing converge

Tom's Hardware reports that Intel has shown Starfire, a space-grade SoC for U.S. government use that combines an 18A CPU, Intel 3 GPU, NPU capability, and Foveros packaging for in-orbit AI workloads.

3 min to readJul 18, 2026 · 05h

Semiconductor lithography capacity concept with EUV tools supporting AI chip manufacturing.

Hardware

ASML's raised outlook shows AI chip demand is now a lithography capacity problem

ASML reported EUR 9.3 billion in Q2 net sales and raised its 2026 outlook, saying AI-related investment is driving advanced logic and memory demand across its customer base.

3 min to readJul 17, 2026 · 17h

Hardware

NVIDIA's new Jetson Thor T3000 and T2000 modules show the hardware race is moving from flagship humanoid demos toward scalable edge-compute building blocks that let mainstream robotics and visual AI vendors ship more agentic systems in smaller power envelopes

NVIDIA says its new Blackwell-powered Jetson Thor computers pair higher robotics performance with software memory optimization and agent skills aimed at moving advanced edge AI into more compact, production-friendly systems.

3 min to readJul 17, 2026 · 05h

Semiconductor and automotive systems artwork showing memory supply for software-defined vehicles and ADAS platforms.

Hardware

Micron locking in long-horizon automotive memory agreements shows the hardware race shifting from headline chip performance alone toward who can guarantee durable supply, lifecycle planning and software-defined vehicle readiness as cars absorb more AI, sensing and in-cabin compute

Micron says it has completed strategic customer agreements with major automotive suppliers including Qualcomm, Visteon, HARMAN, DENSO and Hyundai Mobis to support long-term memory and storage demand in smarter vehicles.

4 min to readJul 16, 2026 · 17h

Hardware

NVIDIA's Japan AI factory project shows the hardware race widening from faster accelerators to nation-scale industrial compute where the winning platform is the one that can bind chips, networking, power budgets and model distribution into a usable physical-AI stack

NVIDIA and Noetra say they will build a Vera Rubin AI factory for Japan backed by 13,750 Vera CPUs, 27,500 Rubin GPUs and 140 megawatts of data center capacity to support the country's FRONTia physical-AI initiative.

4 min to readJul 16, 2026 · 15h

Construction and semiconductor imagery representing Micron's New York memory manufacturing expansion.

Hardware

Micron's expanded U.S. buildout says the AI hardware race is no longer just about who can design the best accelerators but who can secure enough advanced memory, wafer supply, and domestic manufacturing depth to keep those systems shipping at scale

Micron says it is raising planned U.S. investment above $250 billion through 2035, pouring first concrete at its Clay, New York fab ahead of schedule, and committing up to $3 billion more to domestic supply-chain capacity as memory demand in the AI era keeps rising.

4 min to readJul 15, 2026 · 17h

Micron manufacturing and U.S. expansion artwork representing domestic semiconductor supply assurance.

Hardware

Micron's new U.S. supply-chain spending says the next hardware moat is not just owning advanced memory demand but locking in the domestic wafer, fab, and ecosystem capacity needed to serve the AI era without bottlenecks

Micron says it will invest up to $3 billion to strengthen the U.S. semiconductor ecosystem while also raising planned U.S. investments above $250 billion through 2035, underscoring that AI hardware scale now depends on supply assurance far beyond the chip itself.

4 min to readJul 15, 2026 · 05h

Editorial cover for Apple's expanded Broadcom commitment shows that custom silicon strategy is no longer just about who designs the chip but who can guarantee multi-year manufacturing capacity for the wireless and connectivity parts that quietly determine product performance

Hardware

Apple's expanded Broadcom commitment shows that custom silicon strategy is no longer just about who designs the chip but who can guarantee multi-year manufacturing capacity for the wireless and connectivity parts that quietly determine product performance

Apple says it will expand its multiyear Broadcom commitment beyond $30 billion through 2031, a reminder that hardware leadership increasingly depends on securing specialized silicon capacity for connectivity and custom components, not only the headline processors.

4 min to readJul 14, 2026 · 17h

Hardware

NVIDIA's Vera messaging shows the hardware race is shifting from raw accelerator bragging rights toward the less glamorous but more decisive question of how much CPU orchestration agentic AI systems need at scale

NVIDIA says new AI systems need a new class of maximum single-threaded CPUs at scale, while the broader Vera Rubin platform is entering full production for agentic AI factories.

4 min to readJul 14, 2026 · 05h

Samsung Semiconductor HBM4E and AI solutions graphic

Hardware

Samsung's HBM4E reveal makes clear that AI hardware competition is becoming a memory-and-packaging race, not just a GPU race

Samsung's latest HBM4 and HBM4E showcase matters because it ties next-generation AI system performance to memory bandwidth, thermals and stacking technology built around NVIDIA's Vera Rubin era.

3 min to readJul 13, 2026 · 17h

Hardware

Qualcomm's Dragonfly AI300 push says the next inference hardware battle is about memory architecture and power economics, not just raw accelerator bragging rights

Qualcomm's June data-center roadmap matters because it is building a hardware story around near-memory compute, rack-scale inference, and tokens-per-watt for agentic AI workloads.

4 min to readJul 13, 2026 · 05h

Data-center infrastructure image used to illustrate high-performance AI systems

Hardware

Samsung's PM1763 SSD shows AI infrastructure is now limited as much by storage movement as by compute supply

Samsung's mass-production launch for the PCIe 6.0 PM1763 matters because next-generation AI clusters need faster, more secure, and more power-efficient storage to keep accelerators fed as model sizes and retrieval-heavy workloads expand.

3 min to readJul 12, 2026 · 17h

Hardware

NVIDIA's new AI-factory financing model says the hardware race is shifting from chip supply to monetized capacity partnerships

NVIDIA's July 1 revenue-sharing and credit-support model for AI clouds matters because it turns accelerated compute into a financing product as well as a hardware sale, showing that the next infrastructure bottleneck is not only manufacturing more chips but funding and activating enough token-generating capacity quickly.

3 min to readJul 12, 2026 · 05h

Hardware

Samsung's UFS 5.0 shows the on-device AI race is becoming a storage race, not just a model race

Samsung's new UFS 5.0 matters because it treats mobile storage as active AI infrastructure, promising the bandwidth, efficiency, and package size needed to keep larger on-device models responsive across phones, wearables, and XR hardware.

3 min to readJul 11, 2026 · 17h

NVIDIA RTX Spark promotional image for personal AI PCs

Hardware

NVIDIA's RTX Spark push says the AI PC race is shifting from cloud copilots to agent-native local compute

NVIDIA's RTX Spark strategy matters because it reframes the next PC cycle around on-device agents, large local models, and unified memory rather than around thin client access to cloud AI, pushing hardware back into the center of the personal AI story.

4 min to readJul 11, 2026 · 05h

Samsung PM1763 enterprise SSD image for AI server infrastructure

Hardware

Samsung's PM1763 ramp says AI infrastructure bottlenecks are moving deeper into storage and power efficiency, not staying only in GPUs

Samsung has started mass production of its PCIe 6.0 PM1763 enterprise SSD for AI and HPC servers, arguing that next-generation model training and inference will need faster storage paths and tighter efficiency gains alongside accelerator upgrades.

3 min to readJul 10, 2026 · 17h

Meta Muse Spark social artwork representing Meta's broader AI push

Hardware

Meta's planned Iris chip production says the AI hardware race is turning into a capacity-control war, not just a GPU shopping spree

Reuters-backed reporting that Meta plans to start AI chip production in September matters because it shifts the company's AI spending story toward infrastructure ownership, supply control, and long-term model economics.

4 min to readJul 10, 2026 · 05h

Hardware

Qualcomm's Dragonfly roadmap says AI hardware buyers are now shopping for inference systems, not just accelerators

Qualcomm's June data-center push matters because it reframes hardware competition around rack-scale token economics, power efficiency, and always-on agent workloads rather than around a single chip announcement.

3 min to readJul 9, 2026 · 05h

Samsung Galaxy Unpacked July 2026 invitation image promoting new foldable Galaxy AI devices

Hardware

Samsung's July Unpacked invite signals foldables are becoming the flagship hardware surface for personal AI, not a side category

Samsung's July 22 Unpacked invitation matters because it frames the next Galaxy launch around intelligent capabilities fused with foldable form factors, which suggests the company now sees foldables as the primary shape for premium mobile AI experiences rather than an experimental branch.

4 min to readJul 8, 2026 · 17h

Hardware

AMD's Ryzen AI developer platform says local AI hardware is becoming a real build environment, not just an NPU marketing label

AMD's July 6 Ryzen AI developer platform launch matters because it packages Linux-first tooling, local model workflows, and workstation-class memory into a product aimed at actual developers instead of generic AI-PC buyers.

5 min to readJul 8, 2026 · 05h

Qualcomm and Modular AI platform artwork

Hardware

Qualcomm buying Modular shows the AI hardware fight is shifting toward open software control over heterogeneous compute

Qualcomm's June 24 agreement to acquire Modular matters because it pairs hardware ambitions with a software layer designed to make CPUs, GPUs, NPUs, and custom accelerators easier to target from one AI-native stack.

3 min to readJul 7, 2026 · 17h