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Today's Hardware Pulse

Nvidia driver hints at progress on next‑gen DLSS 5

Nvidia’s latest GeForce Game Ready driver (610.47) adds three new DLSS profile options, indicating continued work on DLSS 5 neural‑rendering technology. The earlier DLSS 5 reveal sparked debate over AI‑driven image alteration, and this driver update provides the first concrete sign of advancement.

GNU C Library Lands X86_64 FMA'ed Cosh For A ~35% Improvement
BlogMar 16, 2026

GNU C Library Lands X86_64 FMA'ed Cosh For A ~35% Improvement

The GNU C Library (glibc) now includes an FMA‑optimized implementation of the hyperbolic cosine function, cosh(), delivering roughly a 35% speed boost on x86_64‑v3 Intel and AMD CPUs. The change was merged by Linaro engineer Adhemerval Zanella alongside other core‑math...

By Phoronix
What’s New in the AirPods Max 2? Breaking Down Apple’s Headphone Update
NewsMar 16, 2026

What’s New in the AirPods Max 2? Breaking Down Apple’s Headphone Update

Apple unveiled the AirPods Max 2, a refreshed version of its premium over‑ear headphones, priced at $549 and shipping in April. The update centers on the H2 chip, delivering 1.5× stronger active noise cancellation, a new amplifier, and software features like...

By WIRED – Gear
Rubin+Groq Shows Custom Accelerators Becoming Unnecessary
SocialMar 16, 2026

Rubin+Groq Shows Custom Accelerators Becoming Unnecessary

The Rubin + Groq narrative is the best case $NVDA has made to date about less real need for custom accelerators. I don't think it changes the calculus for certain hyperscalers, but as it comes to silvering for training and...

By Daniel Newman
DLSS 5 Rewrites Graphics, Not Just Upscales
SocialMar 16, 2026

DLSS 5 Rewrites Graphics, Not Just Upscales

DLSS 5 is legitimately one of the wildest things I've ever seen in graphics. It's not upscaling it's...totally reworking the image to look photorealistic(ish).

By Austin Evans
Telus and Xanadu Sign MOU on Developing Quantum Data Centre Infrastructure
NewsMar 16, 2026

Telus and Xanadu Sign MOU on Developing Quantum Data Centre Infrastructure

Telus and Xanadu Quantum Technologies have signed a memorandum of understanding to develop a sovereign quantum data centre that blends photonic quantum processors with high‑performance computing. The partnership will leverage Telus’s PureFibre network and secure, Canadian‑controlled infrastructure alongside Xanadu’s expertise...

By Cartt.ca (Canada)
Nvidia Forecasts $1 Trillion AI Spend by 2027
SocialMar 16, 2026

Nvidia Forecasts $1 Trillion AI Spend by 2027

In October, Jensen Huang said he saw $500 billion in spending on the company's Blackwell and Rubin systems over five fiscal quarters through the end of 2026. Nvidia now says the opportunity will reach $1 trillion between 2025 and 2027,...

By Ed Ludlow
NVIDIA's Vera Rubin Platform Now Mass‑Producing Seven‑Chip AI Supercomputer
SocialMar 16, 2026

NVIDIA's Vera Rubin Platform Now Mass‑Producing Seven‑Chip AI Supercomputer

NVIDIA Vera Rubin is opening the next frontier of AI. #NVIDIAGTC news: The Vera Rubin platform’s seven chips are now in full production to scale the world’s largest AI factories. Vera CPU, Rubin GPU, NVLink 6, ConnectX-9, BlueField-4, Spectrum-6 and Groq 3...

By Harold Sinnott
Inovonics Introduces AARON 656
NewsMar 16, 2026

Inovonics Introduces AARON 656

Inovonics unveiled the AARON 656, a dual‑tuner rebroadcast receiver designed for FM and HD Radio environments. The unit uses a Maximum‑Ratio Comparison system to monitor two antennas and a combined feed, automatically selecting the strongest signal. It offers a five‑band audio...

By Radio World
Linux 7.1 Sched_ext To Add "SCX_ENQ_IMMED" For Tighter Control When Tasks Land On A CPU
BlogMar 16, 2026

Linux 7.1 Sched_ext To Add "SCX_ENQ_IMMED" For Tighter Control When Tasks Land On A CPU

The Linux kernel’s extensible scheduler class, sched_ext, is set to receive a new SCX_ENQ_IMMED flag in the upcoming 7.1 release. The flag forces tasks that can run immediately onto a local Dispatch Queue (DSQ) rather than queuing behind other work....

By Phoronix
NewTek Offers Custom High-Temperature Position Sensors
NewsMar 16, 2026

NewTek Offers Custom High-Temperature Position Sensors

NewTek unveiled custom AC‑operated linear position sensors that function reliably up to 200 °C, eliminating internal electronics at the sensing element. The accompanying NTC signal conditioners keep processing electronics outside the hot zone, converting low‑amplitude AC output into DC, current, or...

By Quality Digest
Fusing Graphics, Data, and AI Drives Future Industries
SocialMar 16, 2026

Fusing Graphics, Data, and AI Drives Future Industries

ok. I admit I am impressed by the graphics improvement of the new @nvidia DLSS 5. It's beautiful. But Jensen's comment on what it means at large was key....".We combine 3d graphics, structured data with generative AI, probabilistic computing. One of them is completely predictive, the other one probabilistic, yet highly realistic. This concept of fusing structured information and generative AI will repeat itself in one industry after another." #NVIDIAGTC

By Maribel Lopez
This Unassuming Amplifier Is the One Audio Upgrade that Finally Made My Speakers Sing
NewsMar 16, 2026

This Unassuming Amplifier Is the One Audio Upgrade that Finally Made My Speakers Sing

Rotel’s DX‑5 integrated amplifier arrives as a compact, desktop‑friendly unit that blends high‑resolution digital playback with solid analog support. Powered by an ESS ES9039Q2M DAC, it handles 32‑bit/384 kHz PCM and DSD, while offering Bluetooth aptX HD, HDMI ARC, USB, optical and...

By ZDNet – Big Data
Samsung Ends Galaxy Z TriFold Sales Three Months After Launch
NewsMar 16, 2026

Samsung Ends Galaxy Z TriFold Sales Three Months After Launch

Samsung will stop selling the Galaxy Z TriFold in South Korea on March 17, just three months after its launch, while the United States will continue to sell the device until existing stock is exhausted. The foldable was released in...

By Engadget Earnings
The 7 Best UPS Battery Backups
NewsMar 16, 2026

The 7 Best UPS Battery Backups

The guide ranks seven UPS models for home offices and small businesses, highlighting CyberPower’s CP1500AVRLCD3 as the top pick with twelve outlets, AVR and an LCD panel. Budget‑friendly options like Amazon Basics 600VA lack AVR, while APC’s SMT1500C stands out...

By Popular Mechanics
Phase-Locked Dielectric Resonator Oscillator
NewsMar 16, 2026

Phase-Locked Dielectric Resonator Oscillator

Planar Monolithics (PMI) introduced the PLO‑48D4G‑EXT, a phase‑locked dielectric resonator oscillator operating at 48.4 GHz. The unit delivers a minimum 10 dBm output with a 1.5:1 VSWR load and maintains spurious emissions below –60 dBc. Phase noise is rated at –102 dBc/Hz at a...

By Microwave Journal
MSI Accuses NVIDIA of 20% GPU Undersupply, Follows ASUS Down DDR4 Production Increase
BlogMar 16, 2026

MSI Accuses NVIDIA of 20% GPU Undersupply, Follows ASUS Down DDR4 Production Increase

MSI’s general manager Huang Jinqing alleges NVIDIA is undersupplying GPUs by about 20%, prompting a projected 15‑30% price increase for MSI’s gaming products. He warns the broader PC market could shrink 10‑20% as AI‑driven silicon shortages persist. In response to...

By TechPowerUp
Intel Says Its Xeon 6 Chips Are Set to Coordinate Nvidia’s Giant AI Servers
NewsMar 16, 2026

Intel Says Its Xeon 6 Chips Are Set to Coordinate Nvidia’s Giant AI Servers

Intel announced its Xeon 6 host processors will serve as the central orchestration layer in Nvidia’s upcoming DGX Rubin NVL8 AI servers. The Xeon 6 chips manage memory, security, and workload distribution, positioning CPUs as mission‑critical “mission control” alongside Nvidia GPUs. Intel is demonstrating...

By XDA Developers
I Refuse to Upgrade My PC This Year — Here's What I'm Doing Instead
NewsMar 16, 2026

I Refuse to Upgrade My PC This Year — Here's What I'm Doing Instead

Tanveer Singh, a PC‑building entrepreneur, is shelving his planned AM5 platform and RTX 50 GPU upgrade due to a prolonged DRAM shortage that has driven component prices to record highs. Instead, he will allocate roughly $550‑$650 each to three alternative gaming...

By XDA Developers
‘The Last Quiet Thing’
BlogMar 16, 2026

‘The Last Quiet Thing’

The article contrasts a $12 Casio F‑91W watch, which has remained unchanged since 1989, with a $400 Apple Watch that continuously demands updates, health tracking, and subscriptions. It argues that modern smart devices have turned ownership into an ongoing relationship...

By Daring Fireball
AI Is Causing a Power and Cooling Headache for Agencies
NewsMar 16, 2026

AI Is Causing a Power and Cooling Headache for Agencies

The latest NVIDIA AI processors are forcing federal agencies to confront unprecedented power and cooling requirements. Agencies must secure trusted partners or conduct assessments to size generators, UPS systems, and transfer switches, while private‑sector spenders are willing to invest over...

By FedTech Magazine
NAB 2026: Boland Communications to Show New OLED Displays and Video Wall Applications
NewsMar 16, 2026

NAB 2026: Boland Communications to Show New OLED Displays and Video Wall Applications

Boland Communications will showcase its latest OLED and QD‑OLED monitors at NAB 2026, highlighted by the new 55‑inch 4K55HDR7SNB super‑narrow bezel display designed for tiled video‑wall installations. The model delivers 12‑bit 4K resolution, 700 nits peak brightness, HDR support, and a range...

By Sports Video Group (SVG)
AI Inference Surge Could Challenge Nvidia's Dominance
SocialMar 16, 2026

AI Inference Surge Could Challenge Nvidia's Dominance

Nvidia ruled the first wave of AI by powering the training of large models. But the next phase may look different. Running AI at scale, inference is now growing much faster than training. That’s where real-world deployment happens. If the center of gravity...

By Spiros Margaris
Jensen Huang Hails AI Natives Powered by Nvidia
SocialMar 16, 2026

Jensen Huang Hails AI Natives Powered by Nvidia

And Jensen Huang break a lance for the AI natives that run on @Nvidia. #NVIDIAGTC https://t.co/8tNGm7JDOo

By Holger Müller
Micron Completes Acquisition of PSMC's P5 Site in Taiwan
BlogMar 16, 2026

Micron Completes Acquisition of PSMC's P5 Site in Taiwan

Micron Technology announced the completion of its purchase of Powerchip Semiconductor Manufacturing Corporation’s P5 site in Tongluo, Taiwan. The acquisition, first disclosed on January 17, gives Micron control of a 300,000‑square‑foot, 300 mm clean‑room facility. Located roughly 15 miles from Micron’s...

By Telecompaper
Nvidia Nails Heterogeneous Computing Showcase at GTC
SocialMar 16, 2026

Nvidia Nails Heterogeneous Computing Showcase at GTC

$NVDA was going to make its best case yet for heterogenous computing at GTC. Mission accomplished today. What I told @cvpayne today as the keynote kicked off. 👏🏻💪🏻🚀 https://t.co/Jxor9SWxXD

By Daniel Newman
CudaJet Unveils High‑Performance Underwater Jetpack
SocialMar 16, 2026

CudaJet Unveils High‑Performance Underwater Jetpack

CudaJet: A High-Performance Underwater Jetpack Redefining Aquatic Mobility via @WevolverApp #Innovation #EmergingTech #Technology #Tech https://t.co/cF5kNZliKd

By Ron van Loon
★ Apple Exclaves and the Secure Design of the MacBook Neo’s On-Screen Camera Indicator
BlogMar 16, 2026

★ Apple Exclaves and the Secure Design of the MacBook Neo’s On-Screen Camera Indicator

Apple’s new MacBook Neo replaces traditional hardware camera LEDs with an on‑screen green dot, but the indicator is secured by a dedicated silicon exclave. The Platform Security Guide update confirms that untrusted software, even with root or kernel privileges, cannot...

By Daring Fireball
NVIDIA's BlueField-4 STX Redefines Storage for Agentic AI
SocialMar 16, 2026

NVIDIA's BlueField-4 STX Redefines Storage for Agentic AI

NVIDIA Launches BlueField-4 STX Storage Architecture With Broad Industry Adoption With agentic AI, storage must evolve to meet the demands of real-time responsiveness and longer context windows. #NVIDIAGTC @nvidianewsroom @NVIDIAGTC https://t.co/RWwx1pijbv

By Harold Sinnott
Integrating Groq Keeps In‑House, Not Outsourced
SocialMar 16, 2026

Integrating Groq Keeps In‑House, Not Outsourced

Jensen is articulating what my main concern with Groq was in that as an independent solution why would I outsource all my inference. By integrating it as a part of the solution, it's just disaggregated but not 100% outsourced,...

By Ben Bajarin
Hyper Photonix Showcases 1.6T SiP Optical Transceivers at OFC 2026
NewsMar 16, 2026

Hyper Photonix Showcases 1.6T SiP Optical Transceivers at OFC 2026

Hyper Photonix unveiled a 1.6 Tbps silicon‑photonic (SiP) optical transceiver line built on a 200 G per lane architecture at OFC 2026, targeting AI‑driven data‑center traffic. Live demos at booth 449 highlighted the module’s high bandwidth, power efficiency, signal integrity and thermal robustness. The...

By Light Reading
Nvidia's CPU Renaissance: Multi‑Billion Dollar Standalone Business
SocialMar 16, 2026

Nvidia's CPU Renaissance: Multi‑Billion Dollar Standalone Business

Jensen just said 'CPU will be a standalone multi-billion business for $NVDA' Agents on agents on agents. The CPU renaissance is among us.

By Daniel Newman
NVIDIA's Co-Designed System Delivers 35× Efficiency Boost
SocialMar 16, 2026

NVIDIA's Co-Designed System Delivers 35× Efficiency Boost

The new system of compute from NVIDIA. Extreme co-design = 35X more throughput per MW. https://t.co/Z6JtDKckOh

By Ben Bajarin
AMD Zen 6 Medusa Point Engineering Sample With 10 Cores Appears
NewsMar 16, 2026

AMD Zen 6 Medusa Point Engineering Sample With 10 Cores Appears

An AMD engineering sample identified as “100‑000001713” has appeared in the Geekbench database, hinting at the upcoming Zen 6 mobile processor family codenamed Medusa Point. The chip runs on a Plum‑MDS1 development board tied to AMD’s FP10 platform and sports a 10‑core...

By Guru3D
NVDA's Compute Still Cheapest, Investors Await Shift
SocialMar 16, 2026

NVDA's Compute Still Cheapest, Investors Await Shift

Jensen reminds investors that the cost of $NVDA compute is still the lowest when you consider price and output. My take: True and investor are still waiting for the day when that changes. Part of the wall of worry.

By Gene Munster
AI Chips Beat Moore's Law: 35× Cheaper, 50× Efficient
SocialMar 16, 2026

AI Chips Beat Moore's Law: 35× Cheaper, 50× Efficient

In one generation, Moore’s law would have made AI chips 50% faster. Instead, it was 35 times lower cost and 50 times higher perf per watt https://t.co/FFdwHr0nXk

By Dean Takahashi
Lofree Introduces 1970s Retro Mechanical Keyboard With Tri-Mode Wireless Support
NewsMar 16, 2026

Lofree Introduces 1970s Retro Mechanical Keyboard With Tri-Mode Wireless Support

Lofree unveiled its 1970s‑inspired mechanical keyboard, blending vintage typewriter aesthetics with contemporary tri‑mode wireless connectivity. The device features a matte chassis, circular keycaps, and optional olive or milkshake colors, while offering 2.4 GHz, Bluetooth 5.3, and wired USB connections with up to...

By Guru3D
Z80-MBC2 SBC Runs CP/M
SocialMar 16, 2026

Z80-MBC2 SBC Runs CP/M

The Z80-MBC2 is a Z80 Single Board Computer. It uses SD as 'disk emulator' and a 128KB banked RAM for CP/M 3. It can also run CP/M 2.2, QP/M 2.71, UCSD Pascal, Collapse OS and Fuzix. 🔗https://t.co/mJFq6SDNY3 https://t.co/mz5BcTfw1X

By Gustavo Pezzi (Pikuma)
Nvidia Unveils DLSS 5, a Graphics Breakthrough
SocialMar 16, 2026

Nvidia Unveils DLSS 5, a Graphics Breakthrough

Nvidia just announced DLSS 5, calling it the “most significant breakthrough in computer graphics” since the introduction of real-time ray tracing in 2018. DLSS 5 uses “real-time neural rendering” and is coming to RTX 50 series GPUs later this year...

By Tom Warren
Creative Introduces Sound Blaster Audigy FX Pro PCIe Sound Card for PCs
NewsMar 16, 2026

Creative Introduces Sound Blaster Audigy FX Pro PCIe Sound Card for PCs

Creative Technology has launched the Sound Blaster Audigy FX Pro, a PCIe sound card aimed at desktop users seeking better audio than integrated motherboard solutions. The card delivers high‑resolution playback up to 32‑bit/384 kHz, a 120 dB signal‑to‑noise ratio, and discrete 7.1‑channel surround sound,...

By Guru3D
Computing Advances Accelerate Creation of New Computer Models
SocialMar 16, 2026

Computing Advances Accelerate Creation of New Computer Models

MyPoV: computing advancements are rapidly moving to create new models of computer. @NVIDIAGTC @nvidia #NvidiaGTC https://t.co/pLwqWqrXSQ

By R “Ray” Wang
NVIDIA AI CUDA Expands Across All Major Cloud Platforms
SocialMar 16, 2026

NVIDIA AI CUDA Expands Across All Major Cloud Platforms

Jensen highlighting a few @NVIDIAAI CUDA integrations with $IBM, $DELL, integrations with "every cloud" $GOOGL, $AMZN, $MSFT, $ORCL https://t.co/MLYzhbAlp6

By Patrick Moorhead
AI Boom Drives Global Server Market to Record $444 Billion in 2025
NewsMar 16, 2026

AI Boom Drives Global Server Market to Record $444 Billion in 2025

The global server market surged to $444.1 billion in 2025, an 80.4% jump from 2024, driven by massive AI infrastructure spending. Accelerated servers equipped with GPUs accounted for over half of revenue, with embedded‑GPU sales up 59.1% YoY. Non‑x86 platforms exploded...

By Gestalt IT
Snap Leverages Nvidia to Slash Google Cloud Costs
SocialMar 16, 2026

Snap Leverages Nvidia to Slash Google Cloud Costs

$SNAP shoutout at #GTC from Jensen on-stage for utilizing @nvidia to bring down Google Cloud costs https://t.co/HkgyO7MNW3

By Rich Greenfield
NVidia Vera Rubin Delivers 50 PFLOPs, Massive Bandwidth
SocialMar 16, 2026

NVidia Vera Rubin Delivers 50 PFLOPs, Massive Bandwidth

$NVDA Vera Rubin NVL72 by the numbers: • 50 petaflops NVFP4 compute • 260 TB/s NVLink bandwidth (more than the entire internet) • 88 custom Olympus CPU cores • 3.6 TB/s per-GPU bandwidth • 10x inference token cost reduction • H2 2026 availability https://t.co/AxiE8GBpvR

By Daniel Newman
MSI Raises Gaming Hardware Prices as NVIDIA GPU Supply Drops to 80 Percent
NewsMar 16, 2026

MSI Raises Gaming Hardware Prices as NVIDIA GPU Supply Drops to 80 Percent

MSI is raising prices on parts of its gaming hardware lineup by 15‑30% after receiving only about 80% of the NVIDIA GPU allocation it needs. The price hikes also reflect broader shortages of DRAM and NAND flash that are inflating...

By Guru3D
RTX 5090 Powers First Global Programmer Accelerator
SocialMar 16, 2026

RTX 5090 Powers First Global Programmer Accelerator

MyPoV: the world’s first programmer accelerator. RTX 5090 This is how CUDA got installed everywhere. @nvidia @NVIDIAGTC #NvidiaGTC https://t.co/8Cdk2zVzLg

By R “Ray” Wang
NVIDIA's Massive Installed Base Fuels Ecosystem Strength
SocialMar 16, 2026

NVIDIA's Massive Installed Base Fuels Ecosystem Strength

Jensen is emphasizing something he has said a few years now on the strength of the NVIDIA ecosystem. Massive installed base and architecture compatibility.

By Ben Bajarin
Celebrating Two Decades of NVIDIA CUDA Innovation
SocialMar 16, 2026

Celebrating Two Decades of NVIDIA CUDA Innovation

I personally can't believe it has been 20 years of @nvidia CUDA. Wow. #NVIDIAGTC https://t.co/d0y659DfrC

By Maribel Lopez
OpenClaw Competition Heats up at NVIDIA GTCC
SocialMar 16, 2026

OpenClaw Competition Heats up at NVIDIA GTCC

Everyone is building an @openclaw competitor. Just ran into @mreflow and he has a DGX in his backpack. #nvidiagtc networking. Everyone is talking about the claw. Jensen just said hi to Peter. Two people everyone knows just by their first names. Said...

By Robert Scoble