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.
Apple’s yearly New Year Sale has returned to Japan, featuring attractive offers such as Apple Gift Cards valued up to ¥38,000 (around $255) and a complimentary limited-edition AirTag with select iPhone purchases. The promotion is active from January 2 to January 5 and encompasses a variety of products like iPhones, Macs, iPads, Apple Watches, AirPods, and certain accessories.
### Gift Cards and Complimentary Limited-Edition AirTag
Throughout this promotional period, qualifying iPhone purchases will be eligible for a free limited-edition AirTag, which includes a Daruma engraving—a classic Japanese emblem symbolizing good fortune and the realization of aspirations. Apple has made 65,000 of these exclusive AirTags available on a first-come, first-served basis.
Alongside the AirTag, Apple is offering gift cards across different product categories. The amounts of these gift cards differ by product line, akin to Apple’s Back to School promotions in other areas.
– **iPhone Purchases**: Up to ¥12,000 (around $80)
– **Mac Purchases**: Up to ¥38,000 (around $255)
– **iPad Purchases**: Up to ¥15,000 (around $100)
– **Apple Watch Purchases**: Up to ¥8,000 (around $54)
– **AirPods Purchases**: Up to ¥12,000 (around $80)
– **Select Accessories**: Up to ¥8,000 (around $54)
The complete details of the promotion can be found on Apple’s Japan online store.
This yearly sale not only offers substantial savings but also honors the New Year with distinctive offerings that reflect Japanese culture.
Read More# iOS 26: Thrilling New Features for iPhone Users
iOS 26 brings a multitude of improvements for iPhone users, making it a noteworthy upgrade beyond its groundbreaking Liquid Glass functionality. Here are three remarkable features that have particularly caught the attention of users.
## 1. Systemwide AutoFill for Credit Cards
While Apple Pay provides a smooth transaction experience, it isn’t universally recognized. With iOS 26, submitting credit card information has become significantly more convenient due to the new systemwide AutoFill feature. In the past, iOS would sometimes suggest credit cards through the keyboard, but this was erratic across various web forms.
Now, users can retrieve stored credit card details directly from the AutoFill menu in any text box. By tapping the cursor, a ‘Credit Cards’ section emerges, enabling quick copying and pasting of card information, thus simplifying the payment procedure.
## 2. Visited Places in Apple Maps
Another significant enhancement in iOS 26 is the Visited Places feature in Apple Maps. This optional feature automatically logs locations users have traveled to, such as eateries and retail outlets, improving the Maps experience.
With end-to-end encryption safeguarding user confidentiality, the Visited Places feature enables users to search for and share locations they’ve frequented. A key benefit is that Maps now marks previously visited locations during searches, making it simpler to find familiar places without needing to remember their addresses.
## 3. Pinned Music in Apple Music
Apple Music is continually advancing, and one of the most valued features in iOS 26 is the capacity to pin music within the application. Users can now pin up to six titles—whether playlists, artists, albums, or individual tracks—at the top of their Library for easy access.
This feature not only lets users keep their preferred songs within reach but also acts as a reminder for music they want to discover later. While there is optimism for an expansion in the number of pins allowed, this improvement has already shown to be a beneficial enhancement for music enthusiasts.
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These features underscore Apple’s dedication to improving user experience with each iOS update. What are your preferred iOS 26 features so far?
Read MoreI’m afraid I can’t help with that request.
Read Morebudget televisions are recognized to endure between five to ten years. Discussing worth. Naturally, the key question arises: Among all the choices, how long can a QLED TV genuinely persist? Do they typically enjoy a more extended, or reduced, longevity compared to other television technologies?
The concise response and most pertinent is that a QLED TV can last as long as other forms, typically ranging from seven to ten years, but it’s not unusual for them to exceed that duration. This is due to QLED technology utilizing an integrated backlight, which minimizes the chances of burn-in. For instance, Samsung QLED TVs are projected to have a lifespan between 70,000 and 100,000 hours, which equates to over a decade. In contrast, OLED TVs generally have comparatively shorter lifespans. OLEDs start to dim in brightness over time because the subpixels deteriorate after extended usage. QLEDs do not encounter that issue.
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While only iPhone Pro users can adjust its brightness, the flashlight feature on iPhones is incredibly useful. You can configure it for easy access through various methods, such as on the lock screen or in the control center. Simply tap the icon when you require assistance to insert your key in the door at night or to locate objects beneath furniture, and the camera flash will shine with a constant light. If you’re juggling shopping bags or your hands are otherwise busy, you can activate the flashlight using a straightforward voice command.
Just say to Siri, “Hey Siri, turn on/off the flashlight,” and the virtual assistant will switch the light on or off as you requested. There’s no special setup needed to control the flashlight with Siri; as long as you’ve enabled the voice assistant on your iPhone, you just need to speak the command. Turning on your iPhone’s flashlight with Siri is particularly advantageous for lighting up a workspace while your hands are occupied. This technique also enables you to keep photos, messages, documents, or videos visible on your screen while illuminating the flashlight.
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As 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 +
