Safety Net Mashable's Best: E-readers, robovacs, laptops, earbuds, smart home and more Creator Playbook Trending Now Mashable Selects Look Up Getting Technical with Mashable Gift Ideas For Everyone On Your List Say More Versus In My Bag Mashable @Home All Series These are the apps you need to try ASAP. Stan is a Senior Editor at Mashable, where he has worked since 2007. He's got more battery-powered gadgets and band t-shirts than you. He writes about the next groundbreaking thing. Typically, this is a phone, a coin, or a car.

Our gifting experts are obsessively searching for holiday gifts that are unique, thoughtful and suitable for any budget. Don't preorder from Apple - try this instead Estimates for Duo preorders are now showing a ship date of late January, marking a new wait time record for Apple and its customers. Lance Whitney is a technology journalist with an IT background. He's written for TechRepublic, PCMag, Macworld, and Time, among others, He also teaches classes in AI, cybersecurity, and social media. Shipping estimates for iPhone Duo preorders now show January 25.

Versus Trending Now Say More Look Up In My Bag Mashable's Best: E-readers, robovacs, laptops, earbuds, smart home and more Mashable @Home Mashable Selects Top creators, ranked Gift Ideas For Everyone On Your List Creator Playbook AI at School All Series You've got a week until launch. Haley Henschel is a Chicago-based Senior Shopping Reporter at Mashable who reviews and finds deals on popular tech, from laptops to gaming consoles and VPNs. She has years of experience covering shopping holidays and can tell you what's actually worth buying on Black Friday and Amazon Prime Day. Her work has also explored the driving forces behind digital trends within the shopping sphere, from dupes to 12-foot skeletons . All products featured here are independently selected by our editors and writers.

The biggest loss you'll feel when switching from a traditional iPhone to the Duo is the latter's lack of a FaceID array for facial recognition. If you've grown accustomed to FaceID, which pretty much always works as long as your face is somewhere in front of the screen, losing that option could be a major blow. When unlocking your phone, making purchases and logging into apps requires fiddling with a finicky fingerprint sensor every time, it can become aggravating. On the other hand, some users still miss the older iPhones with TouchID. Maybe your face doesn't play nice with FaceID for whatever reason.

Mashable's Best: E-readers, robovacs, laptops, earbuds, smart home and more Creator Playbook Look Up Back to School Mashable Selects Say More Trending Now Good Connection: Uplifting stories for a digital age Switch Off Mashable Voices Safety Net Versus All Series The book-style device unfolds to reveal a larger, iPad-like display. Olivia Tauber is the deputy editor of digital culture, covering creators, media, movies, beauty, and more. Based in New York, her work has appeared in The New York Times, Vanity Fair, The Cut, Teen Vogue, Complex, and Interview Magazine. She holds a Master's degree in Journalism from NYU and a Bachelor's from the University of Michigan. She also runs Fan Mail, a weekly pop-culture newsletter.

The company's September event introduced Apple's first ever foldable iPhone, along with new iPhone 18 Pro models, updates to the Apple Watch, some AirPods, and more advances to Siri AI. The company is turning over leadership for the first time in 15 years, with former CEO Tim Cook handing off the reins last week to the new CEO, former Apple VP of hardware John Ternus. At the first Apple product soiree hosted by Ternus, the company made an even bigger change: it announced its first ever folding device, the iPhone Duo . The company also announced its new line of iPhone 18 Pro phones, some updates to its Apple Watch line, new AirPods, and new software capabilities powered by Siri AI. As expected, there were no base-model iPhone 18 announcements; those are likely coming early next year.

Underwater object detection is critical for monitoring marine ecosystems but poses unique challenges, including degraded image quality, imbalanced class distribution, and distinct visual characteristics. Not every species is detected equally well, yet underlying causes remain unclear. We address two key research questions: 1) What factors beyond data quantity drive class-specific performance disparities? 2) How can we systematically improve detection of under-performing marine species? We manipulate the DUO and RUOD datasets to separate the object detection task into localization and classification and investigate the under-performance of the scallop class. Localization analysis using YOLO11 and TIDE finds that foreground-background discrimination is the most problematic stage regardless of data quantity. Classification experiments reveal persistent precision gaps even with balanced data, indicating intrinsic feature-based challenges beyond data scarcity and inter-class dependencies. We recommend imbalanced distributions when prioritizing precision, and balanced distributions when prioritizing recall. Improving under-performing classes should focus on algorithmic advances, especially within localization modules. We publicly release our code and datasets.

If you were around for the electropop zeitgeist of the early 2010s, chances are that Purity Ring feature prominently on your nostalgia playlist. And if you were a young adult at that time, well, there's also a high chance that you played Japanese role-playing games as a teenager – whether that was Chrono Trigger on an SNES or Final Fantasy on a PlayStation. Purity Ring's new single Many Lives is an attempt to recapture the feeling of the RPG that you discovered as a 12-year-old and immediately made into your whole personality. Inspired by games such as Skies of Arcadia, Phantasy Star Online and Secret of Mana, it is poised to tug on the heartstrings of fans of a certain vintage. This is a bold decision for a band who have previously collaborated with Deftones and covered Eurodance classics, but members Megan James and Corin Roddick have the gaming expertise to pull it off. "We're huge fans of the JRPG genre," they say, naming Nier: Automata and Final Fantasy X as major influences on the sonic atmosphere of their latest work.

Large language models (LLMs) have demonstrated the ability to improve human efficiency through conversational interactions. Conventional LLM-powered dialogue systems, operating on a turn-based paradigm, preclude real-time interaction during response generation. To address this limitation, researchers have proposed duplex models. These models can dynamically adapt to user input, facilitating real-time interactive feedback. However, these methods typically require substantial computational resources to acquire the ability. To reduce overhead, this paper presents a new duplex decoding approach that enhances LLMs with duplex ability, requiring minimal additional training. Specifically, our method employs parallel decoding of queries and responses in conversations, effectively implementing a channel-division-multiplexing decoding strategy. Experimental results indicate that our proposed method significantly enhances the naturalness and human-likeness of user-AI interactions with minimal training costs.

A few years ago I bought a Japanese copy of Snatcher, a cyberpunk video game designed by Hideo Kojima before he went on to create the legendary Metal Gear Solid series. There were just two problems with this purchase: the game is a text-heavy role-playing adventure with no English translation, and I don't own a PC Engine, a cult 16 bit machine first released in Japan in 1987, which hosted some of the finest arcade conversions of the era in then-astounding visual quality. A small number were imported into the UK, but it was never a huge hit here, so getting one on eBay is a costly and risk-laden adventure. I bought Snatcher because I loved its anime aesthetic and its role in the nascent career of a games industry legend. Last week, I loaded it up for the first ever time, thanks to the Analogue Duo.