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Today — 2 March 2026Main stream

Honor MagicBook Pro 14 2026 debuts with a massive 92Wh battery, Core Ultra Series 3 chips, and 1.37kg build

1 March 2026 at 22:09

Honor has refreshed its premium ultraportable lineup at MWC 2026, introducing the MagicBook Pro 14 2026 with a familiar design but significantly upgraded internals. It weighs 1.37kg — not a dramatic drop from 1.39kg, but enough to keep it firmly in ultraportable territory.

The display remains one of the headline features. Honor is sticking with a 14.6-inch OLED touchscreen in a productivity-friendly 3:2 aspect ratio. Resolution sits at 3120 × 2080 (roughly 258 PPI), paired with a 120Hz refresh rate. On paper, the panel offers 100% DCI-P3 coverage, 10-bit color, and a peak brightness up to 700 nits for HDR content.

The display is clearly aimed at creators who care about color fidelity. TÜV Rheinland Low Blue Light and Flicker Free certifications are also present, and Honor is adding an “E-Book mode” to reduce eye strain during longer reading sessions.

The bigger story, though, is inside. The MagicBook Pro 14 2026 is among the first laptops to ship with Intel’s new Core Ultra Series 3 processors, codenamed Panther Lake. Buyers can configure the laptop with Core Ultra 5 variants or step up to the flagship Core Ultra X9 388H for heavier creative workloads, and even some light gaming.

Memory options include 24GB or 32GB of LPDDR5X RAM, paired with 1TB of SSD storage. Notably, Honor includes dual M.2 2280 slots, giving users some room to expand storage later.

Connectivity is fairly comprehensive. You get Thunderbolt 4, a full-function USB-C 3.2 Gen 2 port, two USB-A ports, HDMI 2.1, and a 3.5mm headphone jack. There’s Wi-Fi 6 and Bluetooth 5.1 onboard, a 1080p wefbcam, and a triple-mic setup. The keyboard features 1.5mm key travel, and Honor is offering either a traditional or pressure-sensitive touchpad depending on configuration.

Battery capacity sits at 92Wh, which is generous for any laptop. Honor claims up to 15 hours of use, though real-world results will depend heavily on workload and screen brightness. Charging is handled by a 100W adapter, with a full charge taking just 68 minutes. It even supports up to 80W reverse charging for other devices — effectively turning it into a smart power bank.

On the software side, it ships with Windows 11 Home and includes Honor’s ecosystem features like Honor Share.

It will be available in Starry Gray, Green, and White. Pricing and detailed availability haven’t been announced yet.

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Honor Magic V6 availability details hinted, and it’s disappointing

1 March 2026 at 20:02
Honor Magic V6

Honor has officially taken the wraps off its newest foldable, the Magic V6, and on paper, it’s one of the most ambitious devices in the category right now. There’s just one catch: most of the world won’t be able to buy it for months.

Honor Magic V6
Honor Magic V6

The announcement happened on March 1 during Honor’s pre-MWC 2026 showcase in Barcelona. The headline feature? It’s the first smartphone to run on Qualcomm’s latest Snapdragon 8 Elite Gen 5 chip. That alone gives Honor early bragging rights, especially in the foldable segment where performance and thermal efficiency matter a lot.

Interestingly, Honor chose to unveil the Magic V6 on a global stage before launching it in China. That’s a bit unusual. Typically, Chinese brands debut major devices domestically first. In this case, the move feels strategic: a way to plant a flag ahead of upcoming foldables like the Samsung Galaxy Z Fold8, Google Pixel 11 Pro Fold, and even Apple’s long-rumored iPhone Fold.

Chinese buyers won’t have to wait long. Sales are expected to begin later this month. That timing gives Honor a meaningful head start in its home market.

International customers, however, are facing a different timeline. Honor has hinted that the Magic V6 won’t arrive outside China until the second half of 2026. That likely means July or later, depending on region. Pricing hasn’t been announced either, which adds another layer of uncertainty.

It’s an odd situation: the phone has been shown, demonstrated, and positioned as a global flagship — yet availability remains months away for Europe, the UK, and other markets. For enthusiasts who followed the Barcelona reveal hoping for near-term access, that delay is going to sting a little.

There are practical reasons for staggered launches, of course. Scaling production, meeting certification requirements, and managing supply chains across multiple regions takes time. Still, in a competitive foldable landscape, long gaps between announcement and release can dilute momentum.

Until that second-half global launch happens, the Magic V6 remains a bit of a tease — impressive on stage, available at home, and just out of reach for much of the world.

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(Source | Via)

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Samsung plans transition to “AI-driven factories” with humanoid robots and agentic AI by 2030

1 March 2026 at 18:16

On March 1, 2026, Samsung announced its plans to turn all of its global production facilities into what it calls “AI-driven factories” by 2030. It’s a bold target, and it goes well beyond the traditional automation that already defines modern electronics manufacturing. This time, Samsung is talking about systems that can make decisions on their own.

Rainbow Robotics RB-Y1

A key part of that vision is agentic AI, which, unlike standard AI tools, can independently plan and execute tasks in order to meet specific goals. Samsung first introduced the term on the consumer side with the Galaxy S26 series. Now it wants to bring similar decision-making capabilities into its factories to increase efficiency and reduce operational costs over time.

Samsung says it will gradually expand its use of industrial robots, including humanoid models. The company describes three categories: operating robots for managing production lines and facilities, logistics robots for transporting materials, and assembly robots for precise manufacturing tasks.

Humanoid robots are expected to handle more complex or flexible operations, the kind that still benefit from human-like dexterity. Samsung has been building up its robotics capabilities in recent years, including increasing its stake in Rainbow Robotics, which is now part of the group. One of the systems likely to appear on production floors is the RB-Y1, a wheeled humanoid robot equipped with dual arms.

Samsung isn’t alone in exploring this direction. Other manufacturers are experimenting with humanoid robots and AI-powered automation as labor costs rise and supply chains grow more complex. Still, making these systems reliable and economically viable across dozens of global plants is no small task.

For now, Samsung is outlining a roadmap rather than showing a finished product. Whether its factories look radically different by 2030 will depend on how smoothly these technologies integrate into real-world production environments. The ambition is clear. The execution, as always, will be the harder part.

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(Source: Samsung)

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DJI Osmo Pocket 4 user guide shows updated physical controls ahead of launch

1 March 2026 at 17:09

A leaked Quick Start Guide for the Osmo Pocket 4 has surfaced online, offering what might be the clearest look yet at the upcoming device. The document appears to be for the Creator Combo version and carries the usual DJI branding and layout. If genuine, it suggests the launch isn’t far off.

From the images, the Osmo Pocket 4 keeps the signature rotatable touchscreen, but it also appears to expand on dedicated hardware buttons. There’s a 5D joystick for gimbal control, a zoom button, a shutter button that doubles as power, a customizable “C” button, and status LEDs. On paper, that may not sound dramatic, but for anyone who used the Osmo Pocket 3, it addresses one of the common complaints: too much reliance on touchscreen navigation during shooting.

The guide specifically mentions the Creator Combo bundle. That likely means DJI will once again offer multiple configurations, similar to the Pocket 3’s Standard and Creator kits.

There’s also growing chatter that early units may already be circulating in certain regions, possibly in Asia. That would explain how a full Quick Start Guide ended up online. If that’s the case, more substantial leaks could appear soon.

As for timing, previous rumors point to a March 26 announcement in China, with a broader global rollout potentially following in April. Some reports also suggest DJI may introduce a higher-end Osmo Pocket 4 Pro later this year.

DJI doesn’t seem to be reinventing the Pocket formula. Instead, the Osmo Pocket 4 appears to refine it, keeping the compact, three-axis stabilized design intact while improving usability through better physical controls and bundle flexibility.

If the leaked guide is legitimate, the official reveal may be right around the corner.

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(Source)

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Honor Robot Phone gets a competitor with a detachable “magnetic action camera”

1 March 2026 at 14:10

As MWC 2026 approaches, smartphone makers are once again using the event to showcase their unconventional designs. While much of the attention has been on Honor’s upcoming Robot Phone concept, Ulefone is preparing something different: a rugged handset with a detachable camera module.

The device is called the RugOne Xsnap 7 Pro, and its defining feature is a small “magnetic action camera” built into the back of the phone. The module can be removed and used independently, turning it into a compact wearable camera. Ulefone says it’s designed for hands-free recording, whether attached to a helmet, backpack strap, or other gear.

The idea isn’t entirely new: detachable or modular cameras have appeared in various forms over the years. But integrating one directly into a smartphone is unusual. Ulefone describes it as the first “wearable action camera rugged phone,” though real-world performance will depend on how stable the connection is and how well the software handles syncing and control.

As for the phone itself, the hardware is fairly robust. It features a 6.67-inch 1.5K AMOLED display with a 120Hz refresh rate. Power comes from a MediaTek Dimensity 8400 5G chipset, paired with a substantial 9,000mAh battery aimed at extended outdoor use.

The rear camera system includes a 50MP main sensor with OIS and a 64MP night vision camera for low-light and infrared scenarios. What’s still unclear is whether the detachable unit utilizes the main sensor or operates as a separate camera. Ulefone has mentioned magnetic docking for charging and viewing through what it calls “Action Pod Docking.” Unfortunately, full integration details haven’t been shared yet.

The timing is notable. Honor is expected to showcase its ROBOT PHONE concept at MWC as well, featuring a robotic camera mechanism designed to move and adjust framing automatically. While the two approaches are very different — one focused on robotics, the other on modular camera and durability — both reflect a broader push toward more flexible mobile photography setups.

Ulefone plans to demonstrate the RugOne Xsnap 7 Pro prototype at Booth 7E46 during MWC 2026, with a commercial launch targeted for mid-year.

Whether the idea gains traction will likely depend on how seamless that camera module feels in everyday use — and whether users see it as a genuine tool rather than just an interesting add-on.

(Source)

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Lenovo ThinkBook Modular AI PC concept leaks ahead of MWC 2026

1 March 2026 at 11:12

Lenovo appears to be preparing another experimental device for MWC 2026. Following recent leaks around its foldable gaming handheld, new images now point to something different: a modular ThinkBook concept that rethinks the traditional laptop layout.

The visuals come from Evan Blass, who shared renders labeled as the “ThinkBook Modular AI PC concept.” On the surface, it looks like a standard clamshell laptop. But the lower half is where things get interesting.

One image shows a conventional keyboard and trackpad. Another replaces that entire area with a secondary display. In yet another configuration, the main display appears detached and positioned to the side, suggesting the base may support interchangeable or removable modules.

The idea seems fairly straightforward: give users the option to swap between a physical keyboard and a secondary screen, depending on the task. A second panel could serve as an extended workspace, a drawing surface, or a dedicated control area. Then, when needed, the system reverts to a more traditional laptop setup.

Lenovo has experimented with modular and unconventional designs before, especially at MWC. Past concepts have included rollable displays, magnetic add-ons, and transparent panels. Not all of them reached commercial production, but several ideas eventually influenced real products. So even if this remains a prototype, it could hint at longer-term direction.

There are still plenty of unanswered questions. It’s unclear how the modules connect — magnets, pogo pins, internal rails? There’s also no confirmation on stylus support, panel resolution, or how AI features factor into the concept.

As with most concept devices shown at MWC, this may be more about exploring possibilities than announcing a near-term product. Lenovo often uses the event to showcase forward-looking ideas and gauge reactions before committing to mass production.

MWC 2026 officially begins in Barcelona on March 2, so we likely won’t have to wait long for more concrete details. Whether this modular ThinkBook becomes a shipping product or simply a design experiment, it adds another entry to Lenovo’s growing list of unconventional PC concepts.

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(Source)

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Vivo Pad 6 Pro leak reveals display size, Qualcomm chipset, and a larger battery

1 March 2026 at 10:48
Vivo pad 5 Pro

Vivo’s next premium tablet is starting to come into focus. A new leak from China hints at what’s likely the Vivo Pad 6 Pro, and the direction seems clear: more power, a bigger battery, and a continued push into high-end Android territory.

Vivo pad 5 Pro

The details come from Digital Chat Station on Weibo. The tipster didn’t explicitly name the device, but the specifications match what most would expect from a Pad 6 Pro refresh, or possibly an iQOO-branded counterpart built on similar hardware.

One of the more noticeable changes could be the processor. Instead of sticking with MediaTek, the upcoming tablet is rumored to move to Qualcomm’s Snapdragon 8 Elite Gen 5. If that turns out to be accurate, it’s a significant shift. That chip would make sense for multitasking, creative workloads, and high-frame-rate gaming.

According to the latest leak, the display measures 13.2 inches. If true, that would be a slight increase over the 13-inch display of the previous generation. There’s also talk of a high refresh rate again, possibly 144Hz. On a panel this big, smoothness is easy to notice, especially for scrolling and media consumption. Resolution details haven’t been highlighted yet, but Vivo has generally aimed high in this segment.

Cameras appear unchanged in philosophy. The leak mentions a 13MP rear sensor and an 8MP front camera. That’s typical for tablets — enough for video calls and document scanning, not much more.

Battery capacity, though, is where the numbers stand out. The Pad 6 Pro is said to carry roughly a 13,000mAh cell, up from 12,050mAh in the previous model. That’s already a large battery by tablet standards. Charging is rumored to reach up to 90W.

As for timing, the same source suggests a March 2026 launch in China. Vivo may unveil it alongside the X300 Ultra and X300s smartphones, following a pattern the company has used before. There’s no word yet on global availability.

The Android tablet market has been gradually regaining momentum, especially in the larger-screen segment. Vivo seems to be positioning this model for users who want laptop-like screen space without sacrificing raw performance. If pricing lands competitively, it could be a serious option for power users who don’t want to default to an iPad.

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(Source: DCS on Weibo)

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Honor Magic V6 teases ultra-thin silicon-carbon “blade” battery hours before launch

1 March 2026 at 09:34
Honor Magic V6

Honor is building anticipation for the Magic V6 ahead of its global unveiling at MWC 2026, and this time the spotlight isn’t on cameras or hinge durability. Instead, it’s the battery.

Honor Magic V6
Honor Magic V6

In a short teaser video shared on X and other platforms, Honor introduces what it calls the “Silicon-Carbon Blade Battery.” The visual is intentionally dramatic: a playing card spins through the air, thrown by Guinness World Record holder Rick Smith Jr., before the clip suggests the card is actually the ultra-thin battery itself. The message is clear: slim, light, and safe.

Marketing theatrics aside, the underlying technology is familiar but evolving. Silicon-carbon batteries are allowing manufacturers to either shrink the battery or increase capacity without making the device thicker.
Beyond capacity gains, silicon-carbon chemistry can also support faster charging and better low-temperature performance.

For the global Magic V6, Honor has confirmed a 6,600mAh battery. That’s a notable jump over the international Magic V5 and unusually large for a foldable device. Chinese variants are rumored to go even further, though those figures remain unofficial for now.

Honor suggests that the “Blade” branding of the battery reflects refinements in thinness and structure, though technical specifics haven’t been detailed yet.

Battery capacity has increasingly become a key differentiator in the foldable segment. Many competitors still hover around the 4,500mAh to 5,000mAh range, often constrained by slim chassis goals. If Honor can truly combine a large 6,600mAh pack with a thin, lightweight design, it could shift expectations for endurance in this category.

The Magic V6 is also expected to feature high-end specifications elsewhere, as Honor continues positioning its foldables against Samsung’s Galaxy Z Fold lineup.

Whether the silicon-carbon Blade Battery lives up to the marketing language will become clearer once real-world tests begin. For now, though, Honor is making a strong case that foldables don’t have to compromise on capacity to stay slim.

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(Source: Honor)

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Yesterday — 1 March 2026Main stream

Samsung finally confirms its plans regarding the S Pen

1 March 2026 at 00:46

Over the past year, there’s been quiet concern around the future of the S Pen. When Samsung removed Bluetooth functionality starting with the Galaxy S25 Ultra, some users took that as a sign that the stylus was slowly being sidelined. The Galaxy S26 Ultra kept the built-in slot, but without major upgrades, speculation didn’t really go away.

In an interview with Bloomberg following the Galaxy S26 series launch, Won-Joon Choi, COO of Samsung’s Mobile Experience Business, made it clear that the S Pen is still considered core to the Galaxy lineup. More interestingly, he suggested the company is working on a next-generation version that could involve structural changes to the display itself.

According to Choi, Samsung is developing “a more advanced technology within S Pen” that would require a new display structure. The goal, he explained, is to reduce the “penalty” of including the stylus. That likely refers to the trade-offs we’ve seen over the years — internal space taken up by the silo, battery compromises, and interference with magnetic accessories.

“We’re working on a more advanced technology within S Pen to come up with a new structure of display, so the penalty of having S Pen is diminished,” Choi said, adding that the stylus will remain one of Samsung’s core technologies.

Samsung didn’t share technical specifics, but the phrasing is interesting. A redesigned display stack could mean thinner digitizer layers, different input standards, or better integration with Qi2 charging technology.

For now, the Galaxy S26 Ultra continues with the built-in S Pen slot but without the return of Bluetooth features. That absence led some to wonder whether Samsung was slowly simplifying the stylus experience rather than expanding it. Choi’s comments suggest the opposite — just not on this generation.

The message is fairly clear: Samsung isn’t backing away from the S Pen, but it may be rethinking how it integrates it. If display-level changes are indeed in the works, the impact likely won’t be visible until a future Ultra generation.

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(Source)

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OnePlus 15T first real-life shot surfaces ahead of launch

1 March 2026 at 00:14

The upcoming OnePlus 15T has already been confirmed for China, and now a fresh spy photo is giving us what looks like the first real-world glimpse of the device.

The image, shared on Weibo, appears to show an early unit wrapped in a thick protective case. That usually means we’re looking at either an engineering sample or a near-final prototype. The rear layout is visible enough to spot a dual-camera setup placed inside a pill-shaped module, which itself sits within a larger rectangular island.

OnePlus previously described the 15T as a “dream phone” for small-screen users, positioning it as the successor to last year’s 13T. The emphasis, at least officially, is on performance and smoothness rather than radical redesign.

Leaks point to a camera setup built around a 50MP Sony Lytia 700 main sensor with OIS, paired with a 50MP Samsung ISOCELL JN5 telephoto lens. Notably, there’s no mention of an ultrawide camera in current reports. If accurate, that would mirror the 13T’s philosophy.

The display is expected to land at around 6.3 inches — some reports say 6.32 inches — with a 1.5K resolution panel and a 165Hz refresh rate. If that figure holds, it would make the 15T one of the smoothest compact flagships on the market. A 165Hz panel in this size category is unusual, and it clearly signals that OnePlus wants gaming performance to be part of the appeal. Power is rumored to come from Qualcomm’s Snapdragon 8 Elite Gen 5 chipset. Battery capacity, interestingly, is said to approach the 7,000mAh mark — despite its smaller footprint.

Other expected features include a 3D ultrasonic fingerprint scanner, slim bezels, and fast wired charging, possibly in the 80W range or above. Software-wise, it should launch with Android 16 layered with OxygenOS or ColorOS 16, depending on the market.

Of course, all of this remains unofficial. The phone is still in development, and early prototypes don’t always reflect the final product. Still, the direction is clear: OnePlus is betting that there’s still demand for a phone that doesn’t stretch past 6.5 inches but doesn’t compromise on raw performance either.

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(Source)

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HMD Luma 4G launches with Unisoc T615 chipset, 6.67″ HD+ display, and 3.5mm headphone jack

28 February 2026 at 11:34

The HMD Luma is a 4G phone, built around the Unisoc T615, a 12nm processor. It’s not designed for heavy gaming or demanding workloads, and HMD doesn’t position it that way. The Luma is clearly meant for day-to-day tasks: messaging, social media, streaming, navigation, maybe some light multitasking.

Memory is fixed at 4GB of RAM, with either 128GB or 256GB of storage. The display measures 6.67 inches and uses an HD+ LCD panel (720 x 1604). On paper, that resolution might not sound impressive at this size, but HMD pairs it with a 120Hz refresh rate, which is a noticeable step up from the 90Hz seen on some earlier budget models. Scrolling and general navigation should feel smooth. Peak brightness is rated at around 500 nits, which should handle outdoor visibility reasonably well in most conditions.

Camera hardware is straightforward. There’s a 50MP main sensor on the back and an 8MP front camera for selfies and video calls. As with most phones in this segment, real-world performance will depend more on image processing than megapixel count. Still, a 50MP sensor gives HMD room to offer decent detail in good lighting.

The 5,000mAh battery is fairly standard in 2026, but combined with a modest chipset and HD+ display, it should translate into dependable endurance. Charging is capped at 18W over USB-C 2.0 — not particularly fast by 2026 standards, but acceptable for a budget device.

Some of the smaller inclusions stand out more than the headline specs. The 3.5mm headphone jack remains. It might look like a small detail, but it saves buyers from needing to purchase expensive Bluetooth earphones — something that matters at this price point. Stereo speakers are included as well, along with Bluetooth 5.0 and dual-SIM 4G connectivity. None of these are flashy on paper, yet together they reinforce the phone’s “keep it simple” positioning.

The Luma comes in Titanium and Blue finishes, weighing about 198 grams and measuring 8.65mm thick. It ships with Android 15 out of the box, though long-term software support details haven’t been highlighted yet.

For now, the device has appeared on HMD’s regional websites in Nigeria and Ghana with a “coming soon” tag. Pricing hasn’t been announced yet, but based on the hardware, it’s clearly aimed at the entry-to-mid budget bracket.

(Source: HMD)

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Xiaomi launches new Mi Home central air conditioners with dual-cylinder compressor

28 February 2026 at 10:55

Xiaomi is expanding its home appliance lineup again, this time with a new range of Mi Home central air conditioners built around China’s 2026 energy efficiency standard.

The company says the new systems are designed for whole-home setups, targeting apartments and larger residences that need multi-room cooling and heating. Pricing starts at 15,999 yuan, which is equivalent to $2,332 at the current exchange rate.

The series goes on sale March 5, 2026, and focuses on multi-split configurations paired with single-impeller outdoor units. Several capacity options are available:

  • 125Wn-OC30/N5C1 (5 HP): 15,999 yuan for a 1-to-3 setup, 17,999 yuan for 1-to-4
  • 140Wn-OC30/N5C1 (6 HP): 20,999 yuan for 1-to-4, 23,999 yuan for 1-to-5
  • 160Wn-OC30/N5C1 (6 HP): 25,999 yuan for 1-to-5, 28,999 yuan for 1-to-6

Under the hood, Xiaomi is using a dual-cylinder compressor with enthalpy-increasing gas injection. In simple terms, that setup is meant to keep performance stable in extreme temperatures. The company claims the systems can operate in environments ranging from -28°C to 65°C, covering everything from northern winters to peak summer heat in southern China.

There are also some engineering tweaks aimed at improving efficiency. The outdoor unit features a three-row evaporator and three-row condenser, along with electronic expansion valves on both indoor and outdoor units. Xiaomi says this increases the copper heat exchange area by about 22.5%, contributing to the “Super Level 1” energy efficiency rating — reportedly the highest energy efficiency tier under China’s standards.

As expected, the systems integrate with Xiaomi’s Mi Home platform, allowing remote control through the app, scheduling, voice commands, and likely energy monitoring features. Optional accessories are available for different installation layouts, though Xiaomi hasn’t detailed all configurations publicly yet.

Real-world performance, noise levels, and long-term reliability will ultimately matter more than lab ratings. But based on specifications alone, Xiaomi appears to be positioning its new Mi Home central AC lineup as a serious contender in China’s mid-to-high-end market.

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Before yesterdayMain stream

Researchers double AI training speed just by reclaiming idle GPU time

28 February 2026 at 03:03

Training large language models is brutally expensive. It’s not just about having more GPUs; it’s about how efficiently you use them. And as models scale up, even small inefficiencies can turn into massive time and energy costs.

Now, a team of researchers from MIT, working with collaborators including NVidia, says it has found a surprisingly practical way to reclaim wasted compute during training — in some cases cutting overall training time nearly in half.

The problem they’re targeting lies in reinforcement learning (RL), particularly during what’s known as the “rollout” phase. This is the step where a model generates multiple candidate responses so it can learn which behaviors lead to better outcomes. It’s essential for reasoning-focused LLMs — but it’s also slow.

In fact, the rollout stage can account for as much as 85% of total execution time. The culprit is something researchers call a “long-tail distribution” of response lengths. Most generated responses finish quickly. But a small number run much longer than average. Because GPUs need to synchronize, the faster ones often sit idle waiting for the stragglers to complete.

The MIT team’s solution, called Taming the Long Tail (TLT), tackles that waste head-on. Instead of letting GPUs sit idle during those long generations, TLT uses that downtime to train a lightweight “draft” model on the fly. This smaller model learns continuously from the main model as training progresses.

The idea builds on speculative decoding, a technique where a smaller model predicts tokens ahead of the main model so multiple tokens can be verified in parallel. Traditional speculative decoding relies on a fixed draft model, which quickly becomes outdated as the primary model evolves during reinforcement learning.

TLT changes that dynamic. By retraining the drafter opportunistically using otherwise idle resources, the system keeps the draft model aligned with the main model, without requiring extra dedicated compute.

In experiments across several reasoning-focused LLMs and real-world datasets, the results were significant. The researchers report end-to-end training speedups ranging from 70% to 210% compared to strong baselines, effectively doubling training speed in many scenarios. Importantly, model accuracy remained unchanged.

There’s also an interesting side benefit: the continuously trained drafter itself becomes a useful artifact. Because it’s trained alongside the main model, it can serve as an efficient inference model in certain contexts.

The work points toward a broader theme in AI research right now: optimization over brute force. Instead of scaling up clusters indefinitely, researchers are increasingly looking for ways to extract more performance from the hardware already in place.

If approaches like TLT prove robust at larger industrial scales, they could meaningfully reduce both the financial and environmental costs of training next-generation reasoning models.

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(Source | Via)

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Xiaomi retakes top spot in global wearables market

28 February 2026 at 01:12
Xiaomi Smart Band 10

After five years out of the lead, Xiaomi is back on top in the global wearables market. New data from Omdia shows that worldwide wearable shipments crossed 200 million units in 2025, up 6% year over year.

Xiaomi Smart Band 10

Xiaomi claimed 18% of total shipments, narrowly edging out Apple at 17% and Huawei at 16%. The margins are razor thin, with less than a percentage point separating the top three. Samsung and Garmin round out the top five at 9% and 5%, respectively.

What stands out isn’t just Xiaomi’s return to No. 1 — it’s how close the race has become. According to Omdia’s research manager Cynthia Chen, the competitive focus has shifted. Wearables are no longer just about who has the best display, the most sensors, or the longest battery life. Increasingly, it’s about ecosystem strength. The tighter the integration between devices — phone, tablet, car, smart home — the stickier the user base becomes.

Xiaomi’s comeback appears to be driven by breadth rather than a single breakout product. Its Mi Band lineup continues to move huge volumes in the affordable segment, while its entry-level smartwatches help raise average selling prices without pushing too far into premium territory. The company’s broader “Human × Car × Home” strategy also plays a role, tying wearables more closely to its expanding ecosystem.

Apple, meanwhile, remains dominant in the high-end bracket. Its wearables benefit from deep integration with the iPhone, premium build quality, and an expanding suite of health features. Huawei has carved out a strong position as well, particularly in China, with a wide portfolio and growing focus on professional sports tracking and health tools.

Health tracking is evolving from basic step counts and heart rate monitoring to continuous, more advanced metrics. Some brands are even exploring lighter, more minimalist form factors to improve comfort for 24/7 tracking.

With Xiaomi, Apple, and Huawei separated by just a sliver of market share, 2026 could easily reshuffle the rankings again. For now, though, Xiaomi has its crown back. Going forward, the real battle may be less about hardware and more about who can build the most compelling ecosystem around it.

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(Source)

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BMW begins testing humanoid robots in Europe

28 February 2026 at 00:05

BMW is starting to put humanoid robots to work in Europe — a first for the company — as it looks for new ways to improve efficiency and stay competitive in a tough global market.

The German automaker has launched a pilot program at its Leipzig plant in Germany, where AI-powered humanoid robots will assist with selected assembly tasks. While this is the first European rollout, it’s not BMW’s first experiment overall. The company previously ran a 10-month trial at its Spartanburg, South Carolina plant in the US, where Figure AI’s Figure 02 humanoid robots worked five days a week, up to 10 hours a day.

During that US pilot, the robots reportedly handled physically demanding tasks such as placing sheet metal components for welding. According to BMW, they contributed to the production of more than 30,000 vehicles while also reducing strain on human workers. The goal wasn’t to replace staff, but to take over repetitive or ergonomically challenging jobs.

Now, the focus shifts to Leipzig. At the German facility, BMW is testing the AEON humanoid robot developed by Hexagon Robotics. The machines will assist in assembly line operations and in high-voltage battery production.

For now, BMW says only a small number of units — in the single digits — will operate alongside human employees, complementing existing automation systems rather than replacing them.

BMW executives are framing the move as part of a broader push toward digitalization and “physical AI” in manufacturing. Milan Nedeljković, the company’s production chief and incoming CEO, described digital technologies as key to maintaining competitiveness.

BMW isn’t alone in exploring humanoid robotics. Automakers including Tesla, Mercedes, and Hyundai have all signaled interest in similar technologies. Analysts at Morgan Stanley have projected that the humanoid robotics market could reach $5 trillion by 2050, with large-scale adoption expected particularly in China.

Full-scale deployment — if it happens — will depend on how well the robots integrate into existing workflows and whether they can deliver measurable productivity gains.

Still, the direction is clear. As manufacturing becomes more complex, automakers are increasingly looking beyond traditional industrial robots.

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(Sources: 1, 2)

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Qualcomm confirms no Snapdragon G updates at GDC 2026

27 February 2026 at 19:57

Qualcomm had hinted that GDC 2026 could be an important moment for Windows-on-Arm gaming hardware. That’s no longer the case.

The company has confirmed it won’t be announcing any updates to its Snapdragon G Series gaming chips at this year’s Game Developers Conference, which runs from March 9 to 13 at Moscone Center in San Francisco. There also won’t be hands-on benchmarking sessions for the newer Snapdragon X platform revisions — the chips currently powering Windows-on-Arm PCs that some hoped would make a stronger push into gaming.

That clarification cools expectations that had been building since CES. Earlier in the year, Qualcomm had downplayed major handheld announcements but suggested GDC might be a better venue for gaming-focused updates. Naturally, that led many to expect performance demos, developer tools, or at least some clarity around OEM partnerships. None of that is happening — at least not this month.

For those following the space, this matters. The Snapdragon G Series (G1 Gen 2, G2 Gen 2, and G3 Gen 2) is Qualcomm’s dedicated push into handheld gaming silicon. On paper, these chips support QHD+ displays up to 144Hz, Wi-Fi 7, and Adreno GPUs tuned for portable gaming. Meanwhile, the Snapdragon X lineup — especially the “Elite” branded chips — have been positioned as powerful enough to handle both productivity and gaming in thin-and-light Windows devices. Together, they’ve fueled optimism about a possible Windows-based alternative to x86 handhelds.

That’s why GDC felt important. It would have been the ideal place to show real-world gaming benchmarks, highlight driver improvements, or announce partnerships with handheld makers. Even early developer toolkits would have signaled momentum. Instead, things remain quiet.

Windows-on-Arm gaming is at a delicate stage. There’s genuine potential, especially with the efficiency gains Qualcomm’s architecture can deliver. But the x86 gaming ecosystem is deeply entrenched, and expectations are high. Without concrete demos or measurable progress, enthusiasm can cool quickly.

For developers and enthusiasts attending GDC this year, Snapdragon-powered gaming hardware won’t be the headline some were anticipating.

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(Source)

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OnePlus 15T leaked camera details are hard to get excited about

27 February 2026 at 19:05

OnePlus has started teasing its next compact flagship, the OnePlus 15T, and on paper it checks a lot of the right boxes. But if you were hoping for a major camera upgrade this year, the latest leak might temper expectations a bit.

According to Weibo tipster 老陈Air, the 15T will feature a dual rear camera setup. The primary sensor is said to be Sony’s LYTIA 700 (1/1.56″ size) with an f/1.8 aperture and OIS. Alongside it sits a Samsung ISOCELL JN5 (1/2.76″ size) telephoto camera at f/2.8, also with optical stabilization.

If that configuration sounds familiar, it’s because it largely mirrors the OnePlus 13T (our review). And yes — once again, there’s reportedly no ultrawide camera.

The LYT-700 is very close to what we saw in the 13T in terms of size and light intake, the 1/1.56″ IMX 906, and the telephoto aperture is actually narrower this time (f/2.8 versus f/2.0 previously). That suggests refinement rather than a real hardware leap.

That said, minor improvements may come from software processing and whatever imaging enhancements the new chipset enables.

Outside the camera department, though, the 15T looks far more ambitious. Leaks point to a 6.31-inch OLED panel with 1.5K resolution and a 165Hz refresh rate. Performance should be top-tier, thanks to Qualcomm’s Snapdragon 8 Elite Gen 5. Rumors suggest a massive 7,500mAh battery paired with either 100W or 120W fast charging. If that capacity holds true in a smaller chassis, it would be genuinely impressive and could give the phone serious endurance credentials.

The OnePlus 15T looks like it’s shaping up to be a performance-first compact flagship — big battery, high refresh rate, flagship silicon — but with a camera setup that plays it safe. For users who value telephoto zoom and one-handed usability over ultrawide versatility, that may be perfectly fine. For others, it could feel like a missed opportunity.

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(Source)

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RAM price hike: Samsung targets 60% increase but opens at 100% — Apple accepts without negotiation

27 February 2026 at 14:14

Even companies with supply chains as tight as Apple’s aren’t immune to market pressure, and the current memory shortage seems to be testing that reputation.

A new report out of Korea suggests Apple has agreed to a steep price increase for LPDDR5X memory supplied by Samsung. According to financial outlet Dealsite, citing industry sources, Apple is now paying roughly double for these low-power DRAM modules.

LPDDR5X isn’t some minor component. It’s the RAM used across Apple’s modern silicon lineup, from iPhones and iPads to Macs.

What makes this interesting is how the negotiation reportedly played out. Samsung’s semiconductor division (DS) was initially aiming for around a 60% price increase for LPDDR5X destined for iPhone production. But in what appears to have been a classic anchoring tactic, Samsung reportedly opened discussions demanding a 100% hike.

Sources claim Apple agreed to the full increase during urgent talks focused on securing supply for the first half of 2026. One insider quoted in the report summed it up bluntly: smartphone brands are heating up to secure memory inventory.

The broader shortage isn’t happening in isolation. Demand for high-bandwidth memory (HBM), particularly for AI data centers driven by companies like Nvidia, has pulled manufacturing capacity toward more profitable enterprise-grade memory.

Pricing reflects that shift. Reports indicate 12GB LPDDR5X modules have climbed from roughly $25–$29 earlier in 2025 to around $70. That’s not a marginal adjustment — it’s a structural change in pricing dynamics.

Interestingly, even Samsung’s own mobile division is said to be feeling the squeeze. Early sourcing for the Galaxy S26 reportedly splits DRAM supply between Samsung’s semiconductor arm and Micron, which suggests internal capacity alone isn’t enough to fully insulate its smartphone business.

Apple is set to announce updated MacBook Pro, MacBook Air, iPad, and iPad Air models next week, alongside a more affordable MacBook and the iPhone 17e. While there’s no immediate indication of major retail price hikes, sustained component cost pressure could narrow margins or subtly reshape pricing tiers.

The impact won’t be limited to Apple. Industry forecasts already suggest smartphone shipments could soften in 2026 if memory constraints persist. Larger players like Apple and Samsung are better positioned to absorb higher costs, but smaller manufacturers may struggle more visibly.\

(Source)

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Galaxy A57, A37 EU energy labels confirm battery sizes and endurance ahead of launch

27 February 2026 at 13:02

Both the Galaxy A57 and A37 devices have appeared in the EU’s EPREL database (under model numbers SM-A576B/DS and SM-A376B/DS), and the energy labels reveal some interesting details, especially around battery life and durability.

Starting with battery life, both phones receive an A grade under the EU’s standardized testing. The Galaxy A37 is rated for up to 53 hours of usage on a single charge, while the A57 is listed at 52 hours. These numbers are based on a fixed EU usage cycle — typically a mix of calls, web browsing, video playback, and standby — so they won’t reflect every real-world scenario, but they do suggest solid day-and-a-half endurance for most users.

Both models are listed with a 4,905mAh rated battery, which Samsung will almost certainly market as a typical 5,000mAh capacity. Fast charging is said to top out at 45W, which keeps them competitive in the mid-range space.

The Galaxy A57 and A37 are both certified with IP68 water and dust resistance. That’s a step up from the IP67 rating seen on their predecessors. On paper at least, that’s a meaningful upgrade. Drop resistance ratings differ slightly, though. The A57 earns an A rating, while the A37 gets a B. Repairability sits at C for both, which is fairly typical for modern sealed smartphones.

Galaxy A37 EPREL
Galaxy A57 EPREL

According to the EU label, both phones are certified for 1,200 full charge cycles before battery capacity drops below 80 percent of its original level. That’s noticeably lower than the 2,000 cycles previously listed for the Galaxy A56 and A36. The same reduction was also observed on the Galaxy S26 series, which suggests this could be part of a broader shift in Samsung’s battery strategy, possibly tied to chemistry changes or internal design adjustments.

It doesn’t necessarily mean the batteries are worse in everyday use. But for users who hold onto their phones for four or five years, that lower cycle rating is something to keep in mind.

An official launch is expected next month. As always, the full picture will depend on pricing and real-world testing.

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(Sources: 1, 2)

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Exynos 2600 runs neck-and-neck with Snapdragon 8 Elite Gen 5 in post-launch Geekbench tests

27 February 2026 at 12:42

Just a day after its global unveiling at Galaxy Unpacked, the Samsung Galaxy S26 series is already being put through its paces. And as expected, the Snapdragon vs Exynos debate is back — though this time, the gap doesn’t look quite as dramatic as in previous years.

It’s also worth noting that the Exynos 2600 is Samsung’s first chip built on its 2nm GAA process, while the Snapdragon variant continues to rely on TSMC’s mature 3nm node. In a way, these early results aren’t just about Qualcomm vs Exynos — they’re also an early indicator of how far Samsung Foundry’s next-gen manufacturing has come.

Post-launch Geekbench 6 scores are starting to surface, and they paint a pretty clear picture on the CPU side. The Galaxy S26 Ultra posted single-core scores of 3,670 and 3,724 in two separate runs, with multi-core results reaching 10,981 and 11,237. These are strong numbers and in line with what you’d expect from Qualcomm’s tuned “for Galaxy” variants with slightly higher clocks, tighter optimization, and aggressive performance scaling.

Geekbench 6 GPU benchmark

Meanwhile, the Exynos 2600 inside the Galaxy S26+ recorded 3,105–3,197 in single-core and 10,444–11,012 in multi-core tests. That puts Snapdragon ahead by roughly 10 to 18 percent in CPU performance when it comes to single-threaded workloads. In practical terms, that could translate to slightly snappier app launches and better responsiveness under lighter loads.

Geekbench 6 CPU benchmark
Geekbench 6 CPU benchmark

But the GPU story is more interesting this year. In OpenCL testing, the Exynos 2600 actually posted a marginally higher score — 24,240, compared to the Snapdragon’s 24,152. It’s a tiny difference, but symbolically important.

That’s notable because historically, Exynos variants have struggled to keep up with Qualcomm not just in CPU efficiency but also in GPU stability and sustained output. If these early numbers hold up in long gaming sessions and real-world thermal tests, Samsung may finally have narrowed the performance perception gap.

Of course, these are still early post-launch benchmarks. Sustained performance and battery drain under load will matter more once full reviews drop.

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(Sources: 1, 2, 3)

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Oppo Find N6 factory tour reveals how a near-invisible crease was achieved

27 February 2026 at 00:02

Oppo is taking an unusually open approach ahead of the Oppo Find N6 launch. With the device expected to debut on March 17, the company recently invited a member of the media into its production facilities to showcase the engineering work behind what it claims is a significantly reduced display crease.

The foldable crease has long been one of the category’s most persistent compromises. Oppo says it has spent the past three years refining its hinge and display assembly process, developing multiple prototypes along the way. According to the company, the latest iteration is built with alignment tolerances as tight as 0.03mm. It’s a level of precision intended to reduce visible indentation from the start and slow down long-term wear.

Durability testing appears to be a major focus. Oppo demonstrated an automated folding rig designed to simulate extended use, pushing devices through up to 300,000 fold-and-unfold cycles. During the media visit, the reporter was shown a unit that had already passed roughly 170,000 cycles. Even at that stage, the crease repirtedly remained minimal. Independent testing will ultimately determine how that translates to everyday use, but the company is clearly confident in its results.

The Find N6 has also reportedly passed TÜV Rheinland certification, with Oppo suggesting it achieved one of the flattest foldable displays evaluated so far. The inner display is expected to measure around 8.12 inches, paired with a 6.62-inch cover screen.

Leaked details suggest Oppo is aiming for a well-rounded flagship. The device is rumored to feature a Hasselblad-branded camera system built around a 200MP main sensor. It’s also expected to run on Qualcomm’s Snapdragon 8 Elite Gen 5 platform and pack a sizeable 6,000mAh battery with 80W fast charging — notable figures for a slim book-style foldable.

By offering a behind-the-scenes look at production and stress testing, Oppo appears keen to differentiate the Find N6 in an increasingly competitive foldable market. Samsung, Honor, and other brands continue to refine hinge and display technology, and expectations are rising with each generation.

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(Source)

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Nothing Headphone (a) launching March 5 as budget over-ear option

26 February 2026 at 20:24

Nothing is preparing to expand its audio lineup again, this time with a more affordable pair of over-ear headphones. The upcoming Nothing Headphone (a) is set to debut on March 5, 2026, during the company’s “Built Different” event.

The event will also introduce the Nothing Phone (4a) and Nothing Phone (4a) Pro, suggesting Nothing is continuing its push to build a broader, connected ecosystem rather than focusing on standalone devices.

The Headphone (a) appears to be a more accessible alternative to the original Nothing Headphone (1), which launched at €299. This new model is expected to come in at €159 in Europe and £149 in the UK, roughly half the price of the flagship version.

To reach that price point, Nothing is reportedly opting for a plastic construction instead of more premium materials. That doesn’t necessarily mean it will feel cheap, but it does signal a clear shift toward the mid-range segment.

In terms of design, the company isn’t toning things down. The Headphone (a) is expected to arrive in pink, white, black, and yellow — in line with Nothing’s bold, playful aesthetic. The semi-transparent styling that defines the brand is also likely to remain intact.

On the technical side, leaks point to a custom 40mm dynamic driver, Bluetooth 5.3 support, and dual-device pairing. Battery life could reach up to 35 hours with active noise cancellation enabled, which is competitive at this price. There’s some speculation that the ANC system may be less advanced than the one found in the Headphone (1), possibly as part of the cost-saving strategy.

If that trade-off holds true, the Headphone (a) may appeal most to users who want solid sound quality and long battery life without paying for top-tier noise isolation.

Nothing has been steadily growing its portfolio, and launching a more affordable over-ear option alongside mid-range smartphones reinforces that strategy. We’ll get full confirmation of specs, pricing, and availability on March 5. For now, the Headphone (a) looks like Nothing’s attempt to hit a sweet spot — stylish, capable, and easier on the wallet.

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(Source: Nothing)

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Honor Magic V6 camera samples impress ahead of MWC debut

26 February 2026 at 19:42
Honor Magic V6

Honor is starting to lift the curtain on its next foldable, the Honor Magic V6, ahead of its global debut at MWC 2026. With just days to go before the March 1 launch in Barcelona, the company has shared early camera samples and revealed a new color option, both clearly meant to build anticipation.

Honor Magic V6
Honor Magic V6

On Weibo, Honor’s imaging team posted a set of sample photos taken with the upcoming Magic V6. The company continues to lean on its AiMAGE branding, first introduced at MWC last year, which blends on-device AI processing with cloud-assisted enhancements. According to Honor, this setup improves clarity, zoom performance, and overall scene optimization.

The shared images highlight strong detail retention and balanced color reproduction, at least in the curated examples shown. Telephoto shots appear sharp, and low-light scenes seem well controlled. Of course, these are official samples, so real-world performance will need independent verification. Still, the message is clear: Honor wants the Magic V6 to compete not just with other foldables, but with top-tier slab flagships on camera quality.

Alongside the imaging teasers, Honor also unveiled a new “Red Rabbit” color variant. The finish features what the company describes as eco-friendly velvet leather with a nano-coating for durability. Visually, it’s a deep red tone accented with gold detailing around the circular camera module.

Under the hood, the Magic V6 is confirmed to run on Qualcomm’s Snapdragon 8 Elite Gen 5, bringing expected gains in performance and power efficiency.

With competition intensifying among foldable makers, incremental upgrades may no longer be enough. Honor seems intent on pushing both design and camera performance to stand out.

We’ll get the complete picture at MWC. For now, the Magic V6 looks like a foldable that’s aiming high, both in hardware and presentation.

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(Source)

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Oppo Find N6 real-world image showcases near-invisible display crease

26 February 2026 at 17:23

The foldable phone market has been chasing the same goal for years: reduce the crease enough that you barely notice it. Now, if recent leaks are anything to go by, Oppo may be getting closer than most.

A real-life photo of the upcoming Oppo Find N6 have surfaced online, showing a noticeably flatter inner display. The crease is almost invisible when looking straight on.

Oppo hasn’t shared full technical details yet, but teasers point to a redesigned hinge system, reportedly built with a titanium alloy structure. The company is also said to be using a new ultra-thin glass designed to better resist long-term deformation. Whether that involves new materials or refinements to lamination isn’t clear, but the goal is obvious: make the display look and feel as close to a traditional slab phone as possible when opened.

Oppo is reportedly planning a March 17 launch in China, potentially beating several key competitors to market. Samsung’s next book-style foldable, expected to follow the current Samsung Galaxy Z Fold7, likely won’t arrive until mid-year. Google’s next Pixel foldable is also expected later in the summer. Meanwhile, Honor’s Honor Magic V6 is rumored for a similar March window, setting up direct competition.

If the Find N6 delivers on what these early glimpses suggest, it could raise the bar for crease reduction in book-style foldables. That would be particularly significant as Apple is widely rumored to be preparing its own foldable iPhone in the coming years, with heavy focus reportedly placed on minimizing the fold line.

Of course, real-world impressions will matter more than carefully framed demo shots. Lighting, display angle, and even screen content can influence how visible a crease appears. Still, the early signs suggest Oppo is pushing hard on hinge and display engineering.

More details are expected soon. For now, the Find N6 looks poised to deliver one of the flattest foldable displays we’ve seen so far.

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(Source)

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Samsung is finally adopting silicon-carbon battery, joining rivals

26 February 2026 at 16:03

Samsung has never been the most aggressive player when it comes to battery innovation. While most of its rivals are chasing bigger numbers year after year, Samsung is definitely moving more cautiously. Now, though, a senior executive has confirmed that change is coming.

Speaking at a media roundtable ahead of Galaxy Unpacked 2026, Moon Sung-Hoon, Executive Vice President and Head of Samsung Electronics’ Smartphone R&D Team, said the company is actively preparing a smartphone that uses silicon-carbon anode battery technology. According to Moon, such a device will arrive “in due course,” suggesting the tech is progressing internally, even if it’s not ready for prime time just yet.

Silicon-carbon batteries have become increasingly common among Chinese smartphone brands. By replacing traditional graphite anodes with silicon-carbon composites, these batteries can store more lithium ions in the same physical space. The result? Much higher capacities without dramatically increasing thickness or weight.

Moon acknowledged that the company may appear slower than competitors in adopting newer battery chemistry, but emphasized that safety, durability, and long-term stability remain priorities. That caution is understandable given Samsung’s history, particularly the lessons learned from the Galaxy Note 7 incident years ago. New battery technologies must pass strict internal testing, especially in areas like swelling resistance, lifespan, and charge cycle reliability.

That conservative strategy is evident in the just-launched Galaxy S26 series. Only the base model received a modest battery bump, while the Galaxy S26 Ultra and its Plus sibling retained familiar capacity figures.

That said, Moon’s comments confirm that Samsung is not ignoring the shift toward silicon-carbon chemistry. It’s simply taking its time. With brands like Honor, Oppo, OnePlus, and Xiaomi pushing 7,000mAh-plus batteries and longer endurance, the pressure on Samsung is mounting.

For Galaxy fans who feel battery upgrades have been incremental in recent years, this could signal a more meaningful leap on the horizon. There’s no concrete launch timeline yet, but the direction is clear: Samsung is working on it.

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(Via)

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