How Nvidia’s AI Accelerators Are Distinct from Conventional GPUs
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A standard GPU fundamentally serves as a visual problem solver. It was designed to render frames rapidly, manage textures and lighting, and ensure that games appear fluid. The same parallel computations that enable these visuals are also exceptionally effective for processing large quantities of data simultaneously. This is the reason why high-performance graphics cards and general-purpose data center GPUs have been utilized for substantial compute tasks. For an extended period, this was sufficient power to advance new concepts.
The drawback is that a consumer or general-purpose compute GPU still includes a significant amount of hardware logic dedicated solely to graphics. Its memory configuration is optimized for sending pixels to a display rather than constantly transferring large sets of numbers. While running sophisticated workloads on a GPU is certainly feasible, when the data volume increases and multiple cards collaborate, the communication delays begin to hamper performance. You find yourself squandering energy and time merely waiting for chips to align.
At this point, if you’re working with smaller models or generating quick predictions, a typical GPU can still feel responsive, but as soon as you scale up or initiate training across numerous machines, those graphics-oriented design preferences become burdensome. This realization prompted NVIDIA to construct accelerators that target compute tasks exclusively. They eliminate the overhead related to screen management, enhance memory bandwidth, and are engineered to enable multiple chips to work in harmony without frequently interfering with each other.
the most recent study from the American Customer Satisfaction Index (ACSI) shows that Samsung remains at the forefront of customer satisfaction metrics among Android phone manufacturers. The company achieved a score of 81 in the 2025 metrics, surpassing competitors like Google, Motorola/Lenovo, and others. Additionally, it shared the top position with Apple among all smartphone manufacturers, not limited to Android. Furthermore, this marks the fifth consecutive time the company has led these metrics, suggesting that customers are quite pleased with Samsung smartphones. So, if you’re intrigued by Samsung’s smartphone offerings in the U.S., here’s all the information you need.
Ford has reiterated its dedication to backing Apple CarPlay, underscoring the significance of offering drivers options for in-car technology. At the 2025 Barclays Global Auto and Mobility Tech Conference, Ford CFO Sherry House conveyed the company’s enthusiasm for CarPlay, noting that it is a feature appreciated by customers and will remain a part of Ford vehicles.
House emphasized Ford’s approach of merging external technologies like CarPlay with their own proprietary apps, which have experienced considerable engagement enhancements. The company intends to launch Gemini in 2026, while also continuing the development of native applications aimed at improving customer connectivity.
This dedication to CarPlay is especially remarkable given General Motors’ recent choice to eliminate the platform from its vehicles, positioning Ford’s position as a refreshing contrast in the automotive sector. Nevertheless, it is still unclear if Ford will endorse the forthcoming CarPlay Ultra, as CEO Jim Farley has voiced concerns regarding its initial implementation, despite ongoing dialogues with Apple CEO Tim Cook.
Moreover, there are speculations that Tesla might soon roll out CarPlay support, representing a notable shift for the electric vehicle producer, which has been a prominent holdout against the platform.
As consumers increasingly emphasize technological features in their vehicle selections, the question lingers: Is CarPlay still an essential “must-have” for car buyers?
Read Morethe finest contemporary fantasy series will make you realize that they truly don’t produce them like they did back in the ’70s.
I’m afraid I can’t help with that request.
Read MoreAs 2025 draws to a close, I felt it was time to reflect on the technology that I engaged with throughout the year that truly impacted my daily life. This isn’t just a list based on specifications but rather a personal overview of the products I favored during the year due to their utility or sheer enjoyment. I aimed to highlight a few non-Apple items, yet I also selected my Apple product of the year at the conclusion. Here are my top tech picks of 2025!
For a closer look at all the mentioned products, be sure to check out our video below.
Now, in no specific order, here are my preferred products of the year!
This was introduced on Kickstarter midway through the year, and upon seeing it, I knew I had to have one. They managed to combine a uniquely crafted product with a functionality that evoked nostalgia. That was a winning combination. This dock effortlessly merges vintage Mac nostalgia with contemporary functionality, perfectly tailored for the remarkable M4 Mac mini.
You receive:
– 5-inch integrated display
– 14-in-1 USB-C hub
– Front: 2x USB-A, SD & microSD slots, USB-C
– Rear: 2x USB-A, HDMI 2.1, 2x USB-C, 3.5mm jack
– Integrated NVMe SSD enclosure (up to 8TB)
It’s nostalgic, practical, a great conversation starter, and one of those rare accessories that feels both fun and functional. They are currently available on Amazon for $169!
I recently reviewed this monitor, so if you’d like a complete, thorough overview, I suggest checking out this post. However, this portable monitor resembles something Apple could have designed. It feels akin to a 16-inch iPad set on a Pro Display XDR stand, rendering it both modular and convenient to carry. With an aluminum frame, smooth hinge, and an overall refined finish, it’s perfect for travel and as a permanent fixture on a desk. You get:
– 16-inch display (Full HD or 4K options)
– 270-degree adjustable hinge
– Aluminum build
– Built-in SD card reader
– Mini HDMI port
– USB-C single-cable connection
I primarily use it as a vertical side display for my Mac mini setup but I also take it with me, and it’s fantastic, especially with iPadOS 26! You can find them on Sotsu’s site starting at $599.
I had been using the same Logitech Anywhere 2S for over 8 years. There was no need to upgrade as it performed flawlessly. Then Logitech launched the MX Master 4, and wow. The MX Master 4 is exceptionally comfortable, remarkably precise, and seems custom-made for extended desk sessions. They also introduced a new haptic engine in this mouse that you need to try for yourself.
Key features:
– Ergonomic design
– Haptic scroll wheel with horizontal scrolling
– Customizable gesture buttons
– Great battery life (weeks per charge)
– Multi-device compatibility
The customizations available via the Logitech app are impressive. For those seeking the best, the MX Master 4 is unbeatable. You can buy it on Amazon for $119!
This was the first Qi 2.2 certified charger I tested, and it’s the one I rely on most often. It’s compact, powerful, boasts a stunning Cosmic Orange color, and supports the latest 25W wireless charging standard. Here’s what you need to know:
– Qi2.2 wireless charging (up to 25W)
– Charges iPhone, AirPods, and Apple Watch
– Foldable puck-to-stand design
– Comes with power adapter, cable, and travel case
– Anodized aluminum finish
This charger is practical, travel-friendly, and pairs wonderfully with the Cosmic Orange iPhone 17 Pro. You can order this from Kuxiu’s site for $78, which includes the charger, cable, charging brick, and carrying case.
This year, I wanted to acquire a power bank capable of handling anything. I aimed to charge everything from my AirPods to a 16-inch MacBook Pro if necessary. I wanted it to feature a built-in cable, a diagnostic display indicating charging speeds, and to be flight-compatible. The EcoFlow Rapid Power Pro met all those criteria.
You receive:
– 27,600mAh capacity
– Built-in retractable USB-C cable (up to 140W output)
– 3 Additional USB-C ports (140W +
Google revealed a strict cap of 15 gigabytes for Photos’ complimentary storage, sharing this threshold with Gmail and Drive, to “keep up with the surging demand for storage.” Although certain Pixel devices maintained their complimentary photo storage post-2021, Google Photos largely transitioned to a voluntary subscription model that necessitates Google One for additional storage.
Google Photos continues to hold significant value alongside other crucial Android applications, given that it’s free to install and allows you to save a limited number of photos, regardless of their quality. However, if you truly wish to utilize all of Google Photos’ features without anxiety over storage, you will need to invest in a Google One subscription. This indicates that Google Photos can be used free of charge, but it comes with restrictions that ultimately necessitate a subscription to avail the complete service. Thus, it operates both as a free and a paid option simultaneously.
It’s clear why determining whether Google Photos is free can be perplexing when the attributes and cost to unlock the full potential of Google Photos are contingent on a subscription to what appears to be a separate service. Nevertheless, we are here to clarify the situation.
XGIMI projector types to steer clear of some of these problems.
Let’s delve into how the current budget projector market operates and why it is advantageous for certain companies to take shortcuts. Some retailers even stretch the truth in advertising, facing potential lawsuits over misleading brightness claims that fall short of actual performance. All of this influences the larger projector marketplace, and for consumers, it’s crucial to grasp what they receive when purchasing an inexpensive projector.
**9to5Mac Daily: Your Go-To Source for Daily Apple News and Insights**
In the rapidly evolving tech landscape, keeping up with the newest updates is essential for both enthusiasts and professionals. 9to5Mac Daily acts as a dependable source for Apple-related information, providing a brief overview of the most important stories each day. The podcast aims to keep its audience informed about the latest happenings within the Apple ecosystem, from product releases to software upgrades.
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Listeners can conveniently tune into 9to5Mac Daily across multiple platforms, including [iTunes and Apple’s Podcasts app](https://podcasts.apple.com/us/podcast/9to5mac-daily/id1331816080), [Stitcher](https://www.stitcher.com/podcast/9to5mac-daily), [TuneIn](https://tunein.com/radio/9to5Mac-Daily-p1089524/), [Google Play](https://play.google.com/music/m/I5d4dzs7dauazmfxvvrynyiuram?t=9to5Mac_Daily), and via a [dedicated RSS feed](https://feedpress.me/9to5macdaily) for Overcast and other podcast applications. New episodes are recorded daily on weekdays, ensuring that subscribers receive prompt updates on the newest news.
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The podcast receives support from sponsors like Roborock, which provides discounts on its flagship vacuums. These promotions offer listeners chances to save on popular products while supporting the podcast.
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Read Moresupport for Nano Banana modifications and an enhanced editing experience for photographs and videos. Earlier this month, Google also launched the Google Photos Recap 2025 feature that allows users to look back on highlights from the past year and create shareable keepsakes. However, Google Photos is not functional on the one device where it makes the most sense to view your favorite photos and videos, whether it be a Google Photos Recap memory or something else: the large-screen television.
All of that is set to change next year, beginning with select Samsung TV models that will get a Google Photos application for TV. Samsung revealed the TV app on Monday, stating that the Google Photos rollout will be in three stages, including a unique timeframe for showcasing Memories on the television.
Samsung aims to provide users “a seamless way to relive the moments that are most significant, from vacations and hobbies to daily memories with family and friends,” on an “immersive and larger display.” Users will only need to log into their Google Photos account on the television to start enjoying those memories on the big screen. Google Photos will also “broaden the array of photo-based experiences that integrate with Samsung’s Vision AI Companion (VAC),” according to the company. Samsung noted that Google Photos content will feature in Daily+ and Daily Board throughout the day.
Samsung announced that the Google Photos rollout will commence with a Memories feature scheduled for March 2026. This feature will be exclusive to Samsung TVs for a period of six months, indicating that other TV manufacturers may collaborate with Google to showcase Google Photos content. The Memories feature will present “curated stories based on individuals, locations, and significant moments.” It remains unclear how the television app will select memories, or if users will need to choose which memories are displayed.
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