Japan on Wednesday linked more than 200 cyberattacks over the past five years targeting the countrys national security and high technology data to a Chinese hacking group, MirrorFace, detailing their tactics and calling on government agencies and businesses to reinforce preventive measures.The National Police Agency (NPA) said its analysis on the targets, methods, and infrastructure of the cyberattacks by MirrorFace from 2019 to 2024 concluded they were systematic attacks linked to China with an aim of stealing data on Japanese national security and advanced technology.The targets of the Chinese government-led cyberattacks included Japans Foreign and Defense ministries, the countrys space agency, and individuals including politicians, journalists, private companies, and think tanks related to advanced technology, the NPA said.Experts have repeatedly raised concerns about the vulnerability of Japans cybersecurity, especially as the country steps up its defense capabilities and works more closely with the United States and other partners to strengthen cyber defenses. Japan has taken steps but experts say more work is needed.MirrorFace sent emails with attachments containing malware to targeted organizations and individuals to view data saved on computers mainly from December 2019 to July 2023, often from Gmail and Microsoft Outlook addresses using stolen identities, the NPA investigation found.The emails typically used as subjects key words such as Japan-U.S. alliance, Taiwan Strait, Russia-Ukraine war, and free and open Indo-Pacific, and included an invitation for a study panel, references, and a list of panelists, the NPA said.In another tactic, the hackers targeted Japanese organizations in areas of aerospace, semiconductors, information, and communications from February to October 2023 by exploiting vulnerabilities in virtual private networks to gain unauthorized access to information.The attacks included one on the Japan Aerospace and Exploration Agency, or JAXA, which acknowledged in June it had suffered a series of cyberattacks since 2023, though sensitive information related to rockets, satellites, and defense was not affected. It was investigating to take preventive measures.Last year, a cyberattack paralyzed operations at a container terminal at a port in the city of Nagoya for three days.More recently, Japan Airlines was hit by a cyberattack on Christmas, causing delays and cancellations to more than 20 domestic flights, though the carrier was able to stop the onslaught and restore its systems hours later and there was no impact on flight safety.Mari Yamaguchi, Associated Press

Trends come and go, but there are a few that manage to stick around a bit longer than others. Once a novelty, smartphones are now an integral part of life, while interest in mixed reality technologies wax and wane regularly. Artificial intelligence is the latest buzzword, but it has so far proven to have staying power, at least for now. It is being integrated into almost any product or process these days, sometimes in over-the-top and harmful ways.AI once again plays a major role in CES 2025, but now a little less in your face. Whether its driving the development of new designs, powering smart home features, or breaking down language barriers, AI is becoming not just a tool but also an ally in empowering people to grow and reach their potential more quickly and more effortlessly. As always, Las Vegas was flooded with the latest and greatest products and designs, so we distilled these innovations down to a few that truly represented how AI and technology, when wielded properly, can be powerful weapons in living healthier, richer, and more meaningful lives.Lenovo ThinkBook Plus Gen 6 Rollable LaptopThe ThinkBook Plus Gen 6 Rollable is making waves at CES 2025 as Lenovo unveils a groundbreaking laptop that merges futuristic design with practicality. This rollable display AI laptop reimagines portable computing, offering a unique blend of versatility and innovation for professionals and creatives alike. With its ability to transition seamlessly between work and play, this device is set to redefine how users interact with technology in various environments.The laptops rollable display technology allows it to transform from a compact 14-inch screen to an impressive 16.7-inch vertical display with ease. This expansion provides nearly 50% more usable screen space, making it ideal for multitasking and content creation. The vibrant IPS panel, with a high refresh rate and excellent color accuracy, ensures a visually stunning experience. Its ergonomic design also promotes better posture, which is crucial during extended work sessions.Designer: LenovoEquipped with an Intel Core Ultra 9 Processor and Intel Arc Xe graphics, the ThinkBook Plus Gen 6 Rollable offers powerful performance and efficiency. With up to 64GB of memory and 3TB of storage, it handles demanding applications effortlessly. AI features like Lenovo AI Now and Cocreator enhance productivity by optimizing workflows and offering creative tools. These innovations make the laptop a formidable tool for both offline and cloud-based tasks.The rollable display sets this laptop apart from other models in the ThinkBook lineup, offering unparalleled screen flexibility. While previous models focused on dual-screen and E Ink technology, the Rollable caters to users who need extensive vertical space for documents and creative projects. This distinction highlights Lenovos dedication to providing tailored solutions for diverse professional and creative needs, emphasizing screen versatility and productivity.Modern connectivity features such as Thunderbolt 4 and Intel Wi-Fi 7 ensure smooth operation, crucial for data-heavy tasks and video conferencing. The inclusion of Dolby Atmos audio and an advanced RGBIR camera with gesture controls enhances user interaction. These features simplify tasks like presentations and media playback, making the laptop a powerful tool for communication and entertainment in todays hybrid work environments.Hisense 116 UX TVGet ready to be blown away by the Hisense 116 UX RGB MiniLED TV, a true marvel in home entertainment that raises the bar for visual and audio excellence! With its groundbreaking RGB MiniLED technology, this TV dazzles by using separate red, green, and blue diodes to create colors that pop right off the screen. Imagine covering over 95% of the BT.2020 color spacethis means breathtakingly vivid and lifelike images that will leave you in awe!But wait, theres more! The Hisense 116 UX doesnt just stop at stunning visuals. It cranks up the brightness to a jaw-dropping 10,000 nits, making every scene leap out with crystal-clear detail. Plus, its eco-friendly, cutting down on energy use and blue light emissions. And with Dolby Vision IQ and IMAX Enhanced, youre in for a cinematic treat right in your living roomtalk about a mind-blowing experience!Prepare to be swept off your feet by the immersive audio experience, thanks to the powerful 6.2.2 surround sound system. It wraps you in rich, dynamic sound, making every moment feel like youre right there in the action. And lets talk about stylethe ultra-slim design and low-glare panel make this TV a sleek addition to any room. With an ultra-wide viewing angle, everyone gets the best seat in the house!Designer: HisenseThe Hisense 116 UX TV is a technological masterpiece, standing out with its innovative RGB MiniLED tech. By creating colors with individual diodes, it achieves unmatched color precision and brightness. The Hi-View AI Engine X is like a wizard, managing a vast array of RGB lenses for perfect dimming and contrast, ensuring you get the ultimate viewing experience every time.This TV is the epitome of cutting-edge technology and design, making it the ideal choice for those seeking the ultimate home entertainment system. Its combination of exceptional picture quality, innovative features, and sleek design makes the Hisense 116 UX TV a standout option for anyone looking to upgrade their viewing experience. Whether youre watching a movie or playing video games, this TV promises to deliver a captivating and immersive experience every time.EcoFlow OASIS Smart Home Energy Management SystemEcoFlow OASIS revolutionizes home energy management with its intelligent and user-friendly platform, accessible via mobile devices. This smart system streamlines the control of energy production, storage, and use, integrating seamlessly with solar setups. With real-time monitoring and AI-driven insights, OASIS enhances EcoFlows power solutions, offering a holistic approach to managing home energy. Its intuitive design ensures users can effortlessly navigate and optimize their energy consumption for a more sustainable lifestyle.Supporting a wide array of EcoFlow products and compatible third-party devices, OASIS provides a comprehensive energy management experience. Through the EcoFlow app or PowerInsights Monitor, users can engage with the system using natural language queries. Predictive analytics forecast energy needs and environmental factors, offering actionable recommendations for maximizing energy efficiency and cost savings. This intelligent interaction ensures users can make informed decisions about their energy use.Designer: EcoFlowWhat sets EcoFlow OASIS apart is its ability to cater to diverse energy needs, from portable power solutions to advanced home systems. The platforms customizable interface presents a clear picture of energy flow, enabling users to access crucial data swiftly. With AI-powered forecasting tools, it helps users anticipate electricity price trends and future energy demands, empowering them to make smart, data-driven choices. The system also offers simplified control over home energy, enhancing cost efficiency and disaster preparedness.EcoFlow OASIS provides a comprehensive view of energy management, featuring real-time monitoring and customizable controls. Users can prioritize devices during outages and plan for long-term energy needs based on historical data. This system supports efficient energy use and sustainability by identifying trends like surplus solar production and suggesting upgrades. Its intelligent Q&A and data analysis offer insights into electricity price trends and future energy generation, preparing users for what lies ahead.By utilizing data from its global user base, EcoFlow has enabled significant carbon reduction, with users generating over 15,000 MWh of solar power. This achievement equates to planting thousands of trees, underscoring EcoFlows commitment to sustainability. The platforms seamless integration with various protocols and proactive data protection ensures a secure and efficient user experience. EcoFlow OASIS stands out as a leader in smart energy solutions, redefining how households manage their energy needs.Beatbot AquaSense 2 Ultra Robot Pool CleanerThe AquaSense 2 Ultra sets a new standard in pool maintenance with its advanced technology. Utilizing HybridSense AI Pool Mapping, it employs AI cameras, ultrasonic sensors, and infrared detection to navigate intricate pool designs efficiently. This multi-sensor approach gathers real-time data, enabling it to clean thoroughly while conserving energy. Pool owners enjoy an intelligent cleaning process that minimizes manual intervention, ensuring every corner is spotless without the need for repeated passes.The AquaSense 2 Ultra combines form and function with its sleek design, complementing any poolscape. Its smooth, corrosion-resistant casing and strategically placed sensors avoid a cluttered look. The dual-side and roller brushes are symmetrically aligned for effective cleaning, highlighting its role as both a high-performance appliance and a stylish addition to any pool. This careful design ensures it performs demanding tasks without appearing bulky or out of place.Designer: BeatbotEco-friendly practices are at the heart of the AquaSense 2 Ultras design. The ClearWater Clarification System uses an environmentally conscious clarifier to reduce chemical use, promoting a healthier swimming environment. Its energy-efficient HybridSense AI Pool Mapping minimizes power consumption, leading to lower bills and a reduced carbon footprint. Durable materials and regular software updates ensure longevity, emphasizing sustainability without compromising performance.User-centric features enhance the AquaSense 2 Ultras appeal, offering a seamless cleaning experience. The integrated app allows for real-time navigation and scheduling, reducing physical strain and enabling precise control. SmartDrain technology eases retrieval by floating the cleaner to the pools edge when needed. These features, combined with the units adaptability and minimal maintenance requirements, make it a practical choice for busy homeowners.Ultimately, the AquaSense 2 Ultra redefines pool cleaning with its blend of advanced technology, convenience, and sustainability. It tackles a wide range of tasks, from skimming surfaces to scrubbing walls, all while conserving resources. The thoughtful design and robust capabilities make it an ideal investment for pool owners seeking a reliable and efficient cleaning solution, allowing them to enjoy their pool with minimal effort.ASUS Zenbook A14The ASUS Zenbook A14 (UX3407) is a remarkable blend of style and functionality, boasting an ultra-lightweight design at less than 1kg, thanks to its full Ceraluminum chassis. This innovative material is used extensively across the laptop, except for the screen, ensuring a sleek and durable finish. Available in Zabriskie Beige and Iceland Gray, the Zenbook A14 not only looks sophisticated but also offers exceptional resistance to scratches and shocks.Equipped with Snapdragon X Series Processors, the Zenbook A14 delivers impressive performance with up to 45W TDP and 45 TOPS of NPU power. The device features a dedicated Copilot key for quick access to smart features like Live Captions and Clipchamp, boosting productivity and creativity. Its extensive battery life of up to 32 hours makes it an ideal companion for those on the move, and the MyASUS Battery Care Mode allows for further customization.Designer: ASUSThe Zenbook A14s design focuses on reducing environmental impact by using recycled materials, including post-consumer recycled plastic and ocean-bound plastic, as well as post-industrial recycled metal. This eco-friendly approach extends to its packaging, which is 90% recyclable. The device also surpasses the ENERGY STAR standard, highlighting its commitment to sustainability and energy efficiency.Connectivity is seamless with the Zenbook A14, which features a comprehensive range of I/O ports. Users have access to two USB 4.0 ports, an audio jack, a type-A port, and an HDMI port, ensuring versatile connectivity options wherever they are. This makes the Zenbook A14 not only a powerhouse of performance but also a versatile tool for professionals and creatives alike.ASUS has crafted a laptop that merges cutting-edge technology with sustainable practices, offering a device that is both powerful and environmentally conscious. The Zenbook A14 stands out not only for its technological prowess but also for its commitment to reducing carbon footprints and promoting a greener future, making it a top choice for modern users who value both innovation and responsibility.Govee Gaming Pixel LightRe-invigorate your everyday environment with Govees Gaming Pixel Light, an innovative smart lighting solution that combines vibrant displays, advanced LED technology, and versatile software functionality for a captivating pixel art experience. With seamless animations at 30fps, users can explore over 150 preset scenes, offering a wide range of dynamic displays from weather updates to NBA schedules. This innovative lighting solution does more than just enhance your visual experience but also adds a touch of fun to any space.The industrys first AI-powered pixel lighting effects offer an unprecedented level of creativity. Utilizing Govees self-trained AI model, users can generate stunning pixel art and access a vast library of materials. The AI Lighting Bot and proprietary algorithms enable text-to-light effects, while seamless syncing with other Govee devices creates an immersive AI-driven environment. This cutting-edge technology redefines whats possible in home lighting.Dive into extensive DIY features with the user-friendly interface of the Pixel Light. Craft unique designs using tools for GIFs, image uploads, and multi-layer animation editing. The AI Lighting Bot assists in creating partial elements, simplifying the process and enhancing the joy of personalization. This intuitive app makes it easy to bring your creative visions to life, adding a personal touch to your space.Designer: GoveeFor music lovers, the retro electronic speaker integrates pixel art with 8-bit music, delivering an engaging sensory experience. The music modes synchronize lights with musical rhythms, blending visual and auditory elements to amplify enjoyment. This feature creates a more immersive atmosphere, turning any room into a lively and interactive space that resonates with your favorite tunes.Designed with gamers in mind, the gaming mechanical-inspired design fits perfectly in any gaming room. Whether mounted on a wall or placed on a desktop, the Pixel Light offers over 20 preset gaming animations to enhance the ambiance. By connecting the Govee HDMI 2.1 Sync Box, users can capture game visuals in real time, creating an unparalleled DreamView gaming experience that transforms gameplay into a thrilling adventure.MOVA V50 Ultra Robotic VacuumMOVAs V50 Ultra, the latest flagship model, showcases groundbreaking advancements in home cleaning technology. It boasts the FlexiRise Navigation, which allows it to effortlessly navigate tight spaces like under beds and chairs. This model also features a remarkable dual mechanical arm expansion and can cross obstacles up to 6cm high. These features ensure comprehensive cleaning coverage throughout your home, even in hard-to-reach areas.Designer: MOVAEquipped with the powerful TurboForce7 motor, the V50 Ultra delivers an impressive 24,000Pa of suction power while maintaining a quiet operation. This powerful suction effectively tackles dirt and debris, ensuring a spotless living environment. The innovative TurboWave Duobrush and FlexReach systems guarantee that every corner is cleaned without tangling, making it a reliable tool for maintaining cleanliness.The V50 Ultras DuoSolution System includes a dual cleaning compartment specifically designed to combat pet odors, providing a fresh and pet-friendly atmosphere. This system caters to both floors and pet-related messes, making it ideal for households with furry companions. The dual solution tank is a testament to the models versatility and efficiency in handling various cleaning needs.StepMaster technology allows the V50 Ultra to clear obstacles up to 2.36 inches high, ensuring thorough cleaning coverage. This feature is particularly beneficial for homes with uneven surfaces or cluttered spaces. The upgraded washboard further simplifies maintenance, making the cleaning process hassle-free and leaving your home feeling refreshed and pristine.The V50 Ultra represents the pinnacle of MOVAs innovation, combining powerful suction, advanced navigation, and specialized cleaning systems to deliver unmatched performance. Its ability to handle diverse cleaning challenges with ease makes it an indispensable addition to any home, promising a cleaner, fresher living space with minimal effort.Lenovo Legion Go S Powered by SteamOSLenovo has launched a special version of its new Legion Go S handheld device that gives SteamOS a new home. This innovative gadget is designed for gamers who crave mobility without sacrificing performance. It seamlessly integrates with Steams Remote Play, allowing users to stream games from their PC to the handheld device, ensuring smooth transitions between desktop and portable gaming. This new offering retains the robust hardware features found in its Windows-based counterpart.The Legion Go S provides complete access to the Steam Store, making it easy for gamers to browse, purchase, and download their favorite titles. Integrated cloud save functionality ensures that progress is synchronized across multiple devices, providing continuity for players who switch between different platforms. This feature enhances the gaming experience, especially for those who enjoy playing on the go without losing any progress.Designer: LenovoThis handheld powerhouse is equipped with advanced hardware, including an 8-inch WUXGA PureSight touch display with a 16:10 aspect ratio and up to a 120Hz refresh rate. It runs on either the AMD Ryzen Z2 Go or AMD Ryzen Z1 Extreme processor, paired with up to 32GB of 7500MHz LPDDR5X RAM. The device also supports storage expansion via a microSD card slot, making it easy to manage extensive game libraries while maintaining high performance.Weighing just 1.61 lbs (730g), the Legion Go S is designed for long gaming sessions without compromising durability. It features connectivity options like Wi-Fi 6e, two USB 4 ports, and a microSD card reader, offering flexibility for peripherals and external displays. This makes the Legion Go S a versatile choice for gamers who want a portable device capable of delivering a full PC gaming experience.The Legion Go S Powered by SteamOS offers a unique solution for gamers seeking a handheld device that combines performance with portability. By leveraging the Linux-based SteamOS, Lenovo provides a device that not only supports the vast Steam ecosystem but also enhances the gaming experience through powerful hardware and flexible connectivity. This makes it an ideal choice for gaming enthusiasts who value both quality and convenience.Linkind ET8 Matter Smart TV Backlights with HDMI 2.1 sync boxImagine bringing cinema-level immersion to your living room. With streaming and gaming taking over the living room once again, Smart lighting technology like the Linkind ET8 Matter Smart TV Backlights can transform and enhance your home entertainment experience. The Linkind ET8 connects directly between your TV and HDMI devices, allowing for high-precision in-line image interpretation. This results in perfectly matched, deeply immersive backlighting with total color accuracy and zero latency. Unlike camera-based solutions, Linkind ET8 syncs colors instantly, unaffected by external light, delivering corner-to-corner backlighting for screens up to 90 inches.Thanks to HDMI 2.1 support, this smart TV backlight can easily read 4K visuals at 120Hz and sync the backlight in real time to extend the colors beyond your TV screen, creating an immersive environment. Variable Refresh Rate (VRR) technology provides a smooth, tear-free viewing experience that avoids the jarring experience of lagging color changes. With impeccable color accuracy and zero perceived latency, the Linkind ET8 can enhance everything from movies to gaming. Designed for TVs up to 90 inches, it offers customizable lighting effects, seamlessly transforming the rooms ambiance and integrating effortlessly with other smart home devices.Designer: AiDotLinkinds AI-powered LumiSync technology keeps the backlights perfectly synchronized by quickly analyzing each scene displayed on the screen. A high-performance AI chip allows the ET8 to handle even fast-paced scenes, while slower moments get smooth and subtle adjustments. Auto-Refill technology further refines the experience by detecting black bars, such as those in letterbox format, and adjusting color readings to the active display area.The ET8 also offers a seamless whole-room lighting experience that matches on-screen visuals or music, without needing additional hubs or bridges. The AiDot app connects it with other AiDot lighting solutions, creating a synchronized and immersive ambiance throughout your living space. Matter compatibility ensures easy integration with various smart home devices, providing enhanced flexibility, reliability, and interoperability across diverse ecosystems, making your smart home even smarter and more enjoyable.Boasting 16 million colors, 11 music-sync modes, and 64 lighting presets, the Linkind ET8 can meet every need, mood, or holiday. Its precision lighting adds a new dimension to home entertainment, making every scene come alive with vibrant hues and seamless transitions. Whether syncing with music, playing an immersive game, matching on-screen colors, or providing pre-set effects for holidays, the Linkind ET8 enhances your media experience, no matter what content youre watching.Hisense 136 MicroLED TVHisenses latest innovation, the 136 MicroLED TV, introduces a new era in home entertainment with its pioneering MicroLED technology. This model boasts an impressive array of over 24.88 million self-emissive LEDs, each meticulously controlled to deliver an astonishing contrast ratio. This results in strikingly deep blacks and vibrant highlights, ensuring an unparalleled viewing experience. With its advanced features, this television is set to redefine how we perceive visual clarity and color accuracy.At the heart of this technological marvel is the Hi-View AI Engine X, which employs sophisticated AI algorithms to enhance every frame. This intelligent processing ensures that the visuals remain sharp and detailed, regardless of the content being displayed. Additionally, a special black crystal nanocoating minimizes screen reflectivity, allowing for crystal-clear images even in brightly lit rooms. This ensures that the viewing experience is consistently exceptional, regardless of environmental conditions.The TVs ability to reach an astounding brightness level of up to 10,000 nits and cover 90% of the BT.2020 color space highlights its capability to produce immersive visuals. This is complemented by the integration of Dolby Atmos and DTS Virtual X sound systems, which provide a rich and enveloping audio experience. Together, these features create a truly cinematic experience that captivates the senses and transports viewers into the heart of the action.Designer: HisenseAesthetically, the 136 MicroLED TV impresses with its ultra-slim, modular design that seamlessly integrates into any living space. It supports advanced viewing modes like Dolby Vision IQ and Filmmaker Mode, which adapt to ambient lighting and preserve the creators intent, respectively. These features ensure that viewers can enjoy content as it was meant to be seen, with every detail meticulously preserved and presented.Hisenses 136 MicroLED TV not only sets a new benchmark in display technology but also reimagines the future of home entertainment. By combining cutting-edge technology with a sleek design, it offers an experience that is both visually stunning and technologically advanced. This innovation is poised to transform the way we engage with visual media, offering a glimpse into the future of television.ASUS ROG Strix Scar 18Get ready to dominate the gaming arena with the ASUS ROG STRIX SCAR 18, a beast designed for ultimate victory. Armed with the Intel Core Ultra 9 processor 275HX, this machine crushes high frame rates in both esports and AAA games. With AI acceleration for content creation, its not just a gaming rig. Its your all-in-one powerhouse, ready to tackle any challenge you throw at it.Designer: ASUSUpgrading your gear has never been this thrilling! The 2025 ROG Strix SCAR 18 sports a tool-less design that makes accessing RAM, SSD, and fans a breeze. Thanks to the Q-latch system, swapping out components is as quick as a pit stop. Whether youre a seasoned modder or a curious tinkerer, this laptop invites you to customize and push the limits of performance.Stay cool under pressure with the Strix SCAR 18s cutting-edge cooling system. Relocated exhaust vents keep your hands comfortable, while the vapor chamber and Tri-Fan Technology work together to maintain peak performance. Liquid metal on the CPU and GPU ensures things run smoothly, so you can focus on crushing your opponents without the distraction of overheating or noise.Step into new worlds with the Strix SCAR 18s breathtaking ROG Nebula HDR display. With Mini LED technology, over 2000 dimming zones, and a blazing 240Hz refresh rate, your games burst to life in vivid color and silky-smooth motion. Whether youre spotting enemies or enjoying a cinematic experience, this display guarantees every moment is a visual feast.Designed for gamers who live for speed and style, the 2025 ROG Strix SCAR 18 combines sleek aesthetics with powerful functionality. Full-surround RGB lighting and Dolby Atmos speakers create an immersive environment, while AI Noise Cancelation keeps your communications crystal clear. With easy access for upgrades, this laptop is your ticket to gaming glory.DREO AC516S Drainage-Free Portable Air ConditionerExperience a new level of comfort with the DREO AC516S Portable Air Conditioner, featuring a revolutionary design that requires no drainage. This smart device uses an innovative sensor to balance condensation and evaporation, offering uninterrupted cooling without the hassle of emptying a water tank. Say goodbye to maintenance interruptions and enjoy continuous, carefree operation that enhances your home environment.Enjoy tranquility with the DREO AC516S, thanks to its cutting-edge noise isolation system. By incorporating high-density soundproofing materials and a robust compressor cylinder, this air conditioner operates at whisper-quiet levels as low as 46dB. This means you can relish a peaceful ambiance, making it perfect for bedrooms, home offices, or any space where silence is golden.Designer: DreoInstallation has never been easier with the DREO AC516S, designed to fit seamlessly into any window type or size. The modular panel system, complete with window extension panels and foam seals, ensures a perfect fit without the need for professional help. This user-friendly setup allows you to enjoy cool comfort in any room, hassle-free.Take control of your climate with the DREO app, which puts the power of smart technology at your fingertips. From adjusting modes to setting schedules, you can manage your air conditioner from anywhere, ensuring your home is always at the perfect temperature. The app also provides real-time updates on temperature and operational status, keeping you informed and in control.Transform your living space into a haven of comfort and convenience with the DREO AC516S Portable Air Conditioner. Its innovative features and smart technology make it a delightful addition to any home, offering a blend of efficiency, quiet operation, and ease of use. Enjoy a more pleasant and enjoyable environment, no matter the season.MOVA Fresh Pro electric toothbrushThe MOVA Fresh Pro electric toothbrush revolutionizes oral care with its cutting-edge 3DClean technology. This innovation combines sonic vibrations with meticulous up-and-down and side-to-side movements, ensuring a brighter smile and healthier teeth. By incorporating dual motors, it offers a comprehensive clean in just one minute, significantly reducing the traditional brushing time. Certified by reputable bodies like TV SD, this efficient method assures users of its efficacy and reliability in maintaining optimal dental hygiene.Designer: MOVAEmphasizing advanced 3D multi-mode vibration technology, the MOVA Fresh Pro rechargeable toothbrush delivers a deep clean by combining sonic vibrations with precise scrubbing actions. This sophisticated system replicates the ADA-endorsed Bass Brushing Technique, effectively eliminating plaque near the gum line and in hard-to-reach areas. The toothbrushs design allows users to experience professional-level cleaning at home, ensuring that every corner of the mouth is thoroughly attended to.MOVA Fresh Pros ultimate 3-in-1 replacement brush head offers unparalleled cleaning capabilities. With elongated bristles reaching back to wisdom teeth, it efficiently cleans the gum sulcus. Its ultra-soft bristles ensure a gentle touch, diving into gaps without irritation. The diamond-shaped bristles excel at removing surface stains, and whitening rubber nodes enhance the toothbrushs ability to polish teeth, achieving a noticeably whiter smile.Designed with practicality in mind, the MOVA Fresh Pro toothbrush features a nano-coating for water repellency, preventing stain and mold buildup. Its seamless structure, with an integrated button, enhances the user experience by minimizing dirt accumulation. The toothbrushs ventilation design promotes air circulation, effectively inhibiting bacterial growth, ensuring a clean and hygienic oral care tool.A Smart Light Ring with AI pressure sensing technology enhances the MOVA Fresh Pros user experience. This feature adjusts pressure in real-time, warning users with a red light if excessive force is applied. It then automatically reduces vibration frequency to protect teeth and gums. Coupled with a wireless charging base, the toothbrush offers a convenient, hassle-free oral hygiene routine, making it an ideal choice for modern users.Hisense L9Q TriChromaThe Hisense L9Q TriChroma Laser TV is here to revolutionize your movie nights! With its cutting-edge TriChroma triple laser light engine, this TV pumps out a dazzling 4,000 lumens of brightness and boasts a native contrast ratio of 3000:1. It covers an impressive 110% of the BT.2020 color space, bringing every scene to life with colors so vivid youll feel like youre part of the action.One of the standout features is its Ambient Light Rejection (ALR) screen, stretching up to a whopping 150 inches. This means you can enjoy a theater-like experience right in your living room, even with the lights on! The advanced auto screen alignment and keystone correction make setting up a breeze, while Dolby Vision and HDR10+ support deliver picture quality thats nothing short of spectacular.Designer: HisenseSound enthusiasts will be thrilled with the 6.2.2 surround sound system and Dolby Atmos. Imagine being enveloped in a soundscape that puts you smack dab in the middle of the action. Whether its the subtle rustle of leaves or the booming roar of an explosion, every sound detail is captured with astonishing clarity.Navigating through content has never been easier, thanks to the Google TV platform. With thousands of apps at your disposal and built-in WiFi 6E for seamless streaming, you can binge-watch your favorite series or discover new gems without a hitch. Its like having a world of entertainment at your fingertips!Not only does the Hisense L9Q deliver on performance, but it also scores high on style. Featuring a sleek Black Walnut Dcor Panel and Star Orbit Ambient Lighting, this TV adds a touch of elegance to any space. As the ultimate all-in-one home theater solution, its perfect for those who want to bring the magic of the cinema into their home with flair and functionality.Govee Table Lamp 2 Pro x Sound by JBLTransform your living space with the innovative Govee Table Lamp 2 Pro x Sound by JBL, a fusion of cutting-edge lighting and superior sound. This lamp pairs Govees advanced RGBICWW lighting with JBLs audio prowess to create an immersive experience. The real-time synchronization of lights and music enhances any environment, offering a vibrant visual spectacle that dances to the beat of your tunes. Its an entertainment upgrade that adds a touch of magic to daily life.This lamp revolutionizes how you enjoy music with its seamless light and sound integration. With 16 unique music modes, it adapts to any occasion, from lively parties to peaceful relaxation. The dynamic lighting transforms your space, offering a personalized atmosphere that suits your mood. Whether youre hosting a gathering or unwinding after a long day, this lamp provides an immersive experience that captivates and delights.Designer: GoveeFeaturing a state-of-the-art design and Govees cutting-edge RGBICWW technology, the lamp boasts a curved surface with 210 independently-controlled LEDs, showcasing a dazzling array of colors and customizable white light that includes warm and cool tones. It offers over 100 preset scenes and the ability to create your own, ensuring the perfect setting for every moment. With up to 600 lumens of brightness, it delivers stunning visuals that enhance any rooms ambiance.Developed in partnership with JBL, the lamp offers exceptional sound quality through a powerful speaker system. It includes a 10W full-range 2.5-inch speaker and two passive radiators for rich, clear audio. For a more enveloping experience, pair two lamps to fill your space with multidirectional sound. Its a portable concert that brings the joy of music and light to any corner of your home.The lamps portability and smart features add convenience and versatility. Its rechargeable 5200 mAh battery lets you move the light and sound show anywhere in your home. Compatible with Matter, Google Assistant, and Alexa, it allows voice control for effortless ambiance adjustments without even having to pick up your phone. Transform your home into a lively, engaging environment that reflects your personal style and preferences.Breggz Zohn-1 Custom-Fit In-Ear ComputerBreggzs Zohn-1 earphones bring a unique twist to the market with their custom-fit design, merging contemporary aesthetics with cutting-edge technology. These earphones promise an exceptional auditory experience tailored to each user, setting them apart from typical audio devices. The personalized fit not only enhances comfort but also optimizes sound quality by eliminating acoustic leaks, resulting in richer bass and clearer audio. This attention to detail in design and performance positions the Zohn-1 as a standout in personal audio.The Zohn-1 incorporates innovative ear-scanning technology to ensure a perfect fit. This technology transmits data to create 3D-printable files for custom earphone shells, enhancing both comfort and audio isolation. An integrated hearing test in the accompanying app adjusts sound settings to compensate for missing frequencies in the users hearing. This feature ensures a personalized listening experience, making the Zohn-1 a unique offering that caters to individual auditory profiles.A notable feature of the Zohn-1 is its modular design, centered around the pebble module. This interchangeable component houses essential electronics, allowing for easy upgrades and repairs. The pebble clicks securely into custom ear shells, offering both functionality and style. With options for different materials and finishes, the pebble adds a touch of personalization, transforming the earphones into a fashionable accessory while maintaining a bespoke fit.The Zohn-1 impresses with its robust battery life, offering eight hours of continuous use. Its stylish charging case, inspired by luxury automotive design, extends the total playtime to 40 hours. The cases gull-wing doors combine elegance with practicality, providing up to five full recharges. A rapid charge feature allows the earphones to quickly regain power, ensuring they are ready for use with minimal downtime, making them perfect for busy lifestyles.Sustainability is at the core of Breggzs approach, emphasizing eco-friendly practices alongside luxury. The on-demand 3D printing of earphone shells reduces waste, while glue-free assembly facilitates recycling. The design allows for component upgrades, minimizing electronic waste. Breggzs commitment to sustainability, combined with premium materials and compliance with safety standards, positions the Zohn-1 as a forward-thinking product that harmonizes luxury with environmental responsibility.Yaber K300s Ultra-Short Throw ProjectorTransforming the way we experience home entertainment, the Yaber K300s projector brings cinematic magic into compact spaces with its cutting-edge ultra-short throw technology. Capable of projecting a vast 100-inch image from less than 10 inches away, its perfect for cozy living rooms and bedrooms. At the heart of this innovation is Triple RGB Laser Technology, which delivers vivid colors and remarkable image depth. Coupled with NovaGlow technology, the visuals are not only crisp but uniformly bright, ensuring an unparalleled viewing experience.The auditory experience matches the visual excellence, thanks to dual 15W JBL speakers with Dolby support that fill the room with rich sound. Instant autofocus and smart keystone correction make setup a breeze, while manual adjustments offer flexibility over display size. With advanced connectivity and energy efficiency surpassing traditional LED projectors, the K300s is designed for sustainable, long-lasting enjoyment. Its a perfect blend of technology and convenience for modern homes.Designer: YaberA standout in home entertainment, the Yaber K300s projector offers unmatched audiovisual brilliance. Its sleek design and ultra-short throw capabilities redefine expectations, making it a must-have for any entertainment enthusiast. With its expansive color gamut and impressive sound quality, it elevates home viewing to a new level of immersion and enjoyment, setting a new standard in the industry.LG Indoor Garden Standing Floor LampLGs innovative indoor gardening solution reimagines home horticulture with its sleek, floor-standing lamp design that fits effortlessly into any living space. Tailored for both beginners and city dwellers who cherish a touch of greenery, this appliance simplifies the plant-growing process. Its compact yet spacious design allows for the cultivation of a diverse range of plants, including taller varieties, thanks to its height-adjustable LED lights and adaptable growing space, making plant care an enjoyable and hassle-free activity.Designer: LGThe appliances dual lighting system is both functional and aesthetically pleasing, featuring adjustable downward-facing lights to promote healthy plant growth and upward-facing mood lighting for a serene evening atmosphere. This thoughtful design not only enhances the appliances utility but also underscores LGs knack for creating versatile products that blend practicality with style. The devices generous 6-liter (1.5 gallons) water tank and continuous growing cycles make it perfect for those with busy schedules, ensuring plants receive adequate hydration with minimal intervention.Equipped with a twenty-plant capacity and an automatic water and nutrient dispensing system, LGs gardening appliance offers consistent care, even during week-long absences. The integration with the LG ThinQ app provides users with the convenience of managing their indoor garden remotely, from adjusting lighting to monitoring growth. This advanced system guarantees a delightful gardening experience, allowing users to enjoy the rewards of home-grown produce without the usual complexities.My Arcade Atari Gamestation Go Handheld Retro ConsoleWith handheld gaming devices now becoming the new black, it was only a matter of time before this world and the world of retro gaming collided. There are indeed a number of portable devices trying to relive the golden days of video gaming, particularly those influenced by the Game Boy era, but Nintendo wasnt the only game in town back then. In fact, Atari could be considered an even bigger fish in that pond, but this My Arcade Gamestation Go isnt simply content with slapping on some retro titles. It is, in essence, trying to create a delightful fusion of past and present in a very unique way.Designer: My ArcadeIt might look like a large handheld PC at first glance, but the Atari Gamestation Go is anything but. Yes, it has a D-Pad, four face buttons, and shoulder and trigger buttons, but the similarities end there. Quite notable are the controls you wont find on any modern gaming handheld, such as the rotary dial, a.k.a. paddle, a miniature version of Ataris iconic Trak-Ball, and, the oddest one of all, a numeric keypad. These controls make it clear that My Arcade is trying to faithfully recreate the retro Atari experience, down to how you play games like Arkanoid, Pong, or Centipede.Of course, the Atari Gamestation Go is also full of modern conveniences, like a large 7-inch screen thats designed to support Atari: Recharged titles. Theres an HDMI port for playing on an even bigger screen, USB-C ports to connect additional controllers, and Wi-Fi for updating the device in the future. The most interesting feature, however, is Smart Glow which will illuminate which controls are needed for which games. Its a nice touch that makes playing retro titles more intuitive and helps ease younger gamers into these titles.Swippitt Instant Power SystemSwippitt revolutionizes how we power our smartphones by doubling battery life and providing a quick charge in just two seconds. It simplifies the common frustration of low battery issues with an innovative system that replaces traditional charging methods. The Swippitt Hub, a smart and efficient battery system, works seamlessly with the Swippitt Link, an ergonomic phone case, and a comprehensive app that offers insights into battery stats and family safety features.Designer: SwippittThe Swippitt Hub, equipped with five pre-charged batteries, automatically swaps your phones depleted battery with a full one in just two seconds. Simply place your phone in the Hub with the Swippitt Link attached, and its smart technology ensures you have a full day of extra battery life. This system is ideal for busy users, offering a lightweight, modern design that integrates seamlessly with your phone.The system also includes the Swippitt App, which enhances the user experience by providing detailed insights into battery usage and management, combining simplicity with smart technology to make daily charging routines effortless and efficient. Compatibility is a key focus, with Swippitt supporting iOS, Android, and major phone models. Initially targeting iPhone models 14, 15, and 16, the brand plans to expand to Android devices by 2025. The Swippitt Hub can accommodate any phone size, and custom Swippitt Link cases will be designed to fit different models.Beatbot Amphibious RoboTurtle and Shore Self-Docking and Charging Station PrototypesAt CES 2025, Beatbot has introduced the Amphibious RoboTurtle and the Shore Self-Docking and Charging Station, pioneering advancements that transform pool maintenance and promote sustainable robotics. These innovations seamlessly blend ecological responsibility with practical use, showcasing Beatbots commitment to smart, green solutions. The meticulous attention to detail in both form and function reflects their dedication to creating environmentally friendly technologies that serve practical purposes.The RoboTurtles design, inspired by natural forms, combines biomimicry with advanced robotics to fit effortlessly into aquatic environments. Its turtle-like shell and bionic limbs allow it to navigate water with agility and minimal disruption. Beneath its elegant exterior lies an adaptive buoyancy system and AI-powered cameras, capturing crucial environmental data. Solar panels embedded in its shell enable sustainable operation, making it a vital tool for conservationists and researchers in remote locations.The Shore Self-Docking and Charging Station complements the RoboTurtle with its simple yet sophisticated design. Its minimalist appearance belies its advanced functionality, allowing the robotic cleaner to dock effortlessly without human intervention. Wireless magnetic charging eliminates exposed ports, ensuring reliable performance and reducing water damage risks. This stations energy-efficient design supports eco-friendly living by streamlining maintenance and minimizing downtime.Designer: BeatbotTogether, these innovations represent a leap forward in smart aquatic technology. Beatbots holistic approach ensures that each product complements the other while addressing unique challenges. The RoboTurtle emphasizes ecological responsibility, while the Shore Station simplifies pool maintenance without compromising sustainability. These advancements illustrate how Beatbot harmonizes technology with nature to create a smarter, greener future.Beatbots innovations set a new standard for aquatic robotics by focusing on design, functionality, and environmental impact. The RoboTurtle and Shore Station exemplify how technology can be harnessed to achieve a balance between practical application and ecological responsibility. These technological marvels position Beatbot as a leader in creating solutions that meet modern sustainability goals.Haply MinVerse Touch-enabled 3D MouseThe MinVerse is a groundbreaking input device that redefines interaction in both 3D and 2D applications. It offers intuitive control and unparalleled precision, making it ideal for designers, artists, and gamers to explore digital worlds with ease. With customizable handle attachments like a 2D mouse, VR controller, stylus, and more, users can effortlessly switch between different modes, enhancing their creative and gaming experiences.Designer: HaplyDesigned with a compact form factor, the MinVerse is both ergonomic and portable, ensuring comfort for extended use and convenience for creators on the go. Its realistic haptic feedback allows users to feel textures, resistances, weights, and forces, making virtual interactions incredibly lifelike. Whether assembling mechanical parts or navigating virtual terrains, the MinVerse enriches digital experiences by bringing them to life.The devices innovative VerseGrip feature enables quick accessory swaps, tailoring the MinVerse for specific tasks and enhancing its versatility. Its ability to deliver precise 3D touch and tactile feedback ensures accurate interaction with virtual environments. Perfect for immersive experiences anywhere, the MinVerse stands out as a compact yet powerful tool for those seeking enhanced control and interaction in the metaverse.Vasco Translator Q1Get ready to meet the Vasco Translator Q1, a groundbreaking device that redefines how we communicate across languages. This innovative tool uses cutting-edge AI to deliver real-time translations that sound like you, thanks to its unique voice personalization and gender selection features. With support for 72 languages, its the first of its kind to offer such a personalized experience, making conversations feel more natural and engaging.The Q1 stands out with its ability to synthesize your voice for translations, making it a game-changer for global interactions. It includes features like touchless mode and phone call translation, ensuring seamless communication whether youre making international calls or speaking face-to-face. This device is the only one on the market with such advanced capabilities, offering an unparalleled way to bridge language gaps effortlessly.Designer: VascoBeyond its voice personalization, the Vasco Translator Q1 is equipped with versatile tools like photo translation and text-to-speech, powered by 11 translation engines. Its built-in SIM card offers connectivity in over 200 countries, delivering translations in less than a second under optimal conditions. Set to launch this spring with a price tag of around $500, its an exciting prospect for frequent travelers and global business professionals seeking efficient communication solutions.Natura Umana HumandPods and AI PersonasNatura Umana offers an innovative blend of AI hardware and software, featuring HumanPods and NatureOS, to simplify daily tasks. HumanPods are advanced AI earbuds designed for voice control, allowing users to stay connected to their environment while managing tasks or enjoying entertainment with minimal screen time. These non-isolating earbuds are equipped with a patented gravity hook for comfort, enabling extended use without discomfort, and feature cutting-edge specifications such as enhanced audio quality and battery life.NatureOS is a platform that connects users with AI People, which are large language model-based agents crafted to mimic human conversation and behavior. These AI personas possess distinct personalities, voices, and expertise, and can handle various tasks to reduce screen dependency. As users interact with AI People, they develop memories and beliefs, enhancing their unique personalities and offering personalized assistance tailored to individual needs.Designer: Rolling SquareThrough NatureOS, users gain access to a primary AI companion, Nature, and specialized AI People like therapists or fitness coaches. When Nature encounters a topic beyond its expertise, it seamlessly connects users to a more suitable AI Person. This system ensures that knowledge and memories remain with the AI Person they were shared with, fostering a personalized and dynamic interaction experience from the first conversation.AI Mopill (Motion Pillow) and Fit Butler aiThe AI Motion Pillow, known as AI Mopill, addresses snoring issues by gently repositioning the users head to clear airways. Utilizing advanced AI software, it uniquely identifies the users snoring pattern and responds by inflating an airbag beneath the head, subtly turning it to the side. This movement helps open the airway, reducing snoring and promoting better sleep. The system integrates with smart rings to gather oxygen saturation data, enhancing the overall sleep health analysis.Fit Butler ai, an innovative extension of the AI Mopill, offers comprehensive health management by continuously monitoring users health data. It surpasses the previous 8-hour sleep monitoring capability, providing 24/7 health assessments based on collected sleep and health information. Designed as a butler system, it uses a Wi-Fi module to connect with various devices, creating a smart home and health ecosystem tailored to individual needs.Designer: 10mindsThis intelligent platform connects with devices like smart rings, BMI monitors, and environmental controls such as heating, cooling, and lighting systems. By doing so, it not only enhances sleep care but also manages overall health diagnostics. The goal is to create a highly personalized environment, addressing a range of health concerns beyond sleep disorders, and delivering a holistic approach to well-being.Bio Leg Robotic Prosthetic KneeThe Bio Leg powered microprocessor knee represents a remarkable advancement in mobility technology, offering a dynamic solution for above-knee amputees. By incorporating an electrical motor and multiple sensors, it provides powered assistance that minimizes physical strain and enhances the fluidity of movement. The design not only prioritizes functionality but also emphasizes aesthetics, with features like a calf muscle bulge and sleek black carbon material, transforming the prosthetic into a statement of confidence and individuality.Designer: BionicMFocusing on balance and symmetry, the Bio Leg aims to restore the natural equilibrium essential for overall well-being. It reduces the risk of pain and discomfort by minimizing compensatory movements, which often lead to strain on the sound side and lower back. This commitment to recreating natural harmony ensures a more comfortable and seamless journey toward optimal mobility, allowing users to enjoy an active lifestyle without compromising their physical health.With its intuitive and natural movement capabilities, the Bio Leg significantly boosts users confidence and quality of life. Its bionic muscle technology enables smooth transitions in various activities, from sitting to standing and navigating stairs, adapting seamlessly to different terrains and speeds. This sophisticated technology understands the users intentions, ensuring that movements are natural and precise, ultimately providing a secure and empowering experience for those who rely on it.The post Yanko Design Best of CES 2025: Empowering People to Live Better Lives with AI first appeared on Yanko Design.

While affected customers await their $20, Apple has shared a statement on how it handles user data in regard to Siri, reaffirming that voice recordings aren't being used to sell you Air Jordans.Apple isn't using Siri data for ad revenueApple released Siri in 2011 as the first built-in smart assistant for smartphones. From that moment through to today, the company has asserted that users maintain absolute privacy while using the digital assistant.However, it wouldn't be the United States if stories about contractors hearing conversations via Siri recordings didn't turn into a class action lawsuit. Despite the frivolity of the lawsuit, based around users claiming Apple was selling voice recordings to ad agencies so they would see ads for shoes, it ultimately ended in a settlement. Continue Reading on AppleInsider | Discuss on our Forums

For several years running, The Pokemon Company has premiered Pokemon Presents presentations in the month of February to commemorate Pokemon Day (held on February 27 every year), and it seems like that tradition isnt going to be bucked this year either.Spotted by @mattyoukhana_ on Twitter, digging into mobile titlePokemon GOsfiles has unearthed evidence of an upcoming Pokemon Presents celebrations, with references of Pokmon Presents 2025 x GO Tour: Unova Timed Research spotted in the strings. Thats likely pointing to an upcoming event inPokemon GOthat will be detailed as part of the presentation.Given the fact that the last several years have brought a February Pokemon Presents, 2025 following that same trend doesnt come as a huge surprise. As for what the presentation will bring, thats anyones guess. Presumably,Pokemon Legends: Z-A,which is due out sometime this year, will be the main focus, while The Pokemon Company could also unveil new content for the wildly successfulPokemon Trading Card Game Pocket.Thanks for confirming Pokmon Presents 2025, Niantic: pic.twitter.com/0wjT069t8C Matt (@mattyoukhana_) January 8, 2025

Nintendo has confirmed on multiple occasions that it will officially unveil the successor to the Switch before April 1, and multiple reports and leaks in recent days all seem to be pointing to an announcement being imminent. Amidst the rising anticipation for the new console, Circana analyst Mat Piscatella has chimed in with some interesting sales estimates.Taking to BlueSky, Piscatella has said that as per his projections, the Nintendo Switch 2 (which, as per reports, is what the console is officially going to be called), is expected to sell 4.3 million units in 2025 in the US alone, which will account for roughly a third of all console hardware sales in the US for the year (not counting portable PC devices such as Steam Deck). Piscatella says those projections are based on the console launching in the first half of the year.Interestingly enough, despite the Switch 2s impressive first-year sales in the region, the analyst expects the PS5 to be the highest-selling console of the US for the year of 2025 regardless. He also says that, as far as the Switch 2 is concerned, he expects it to face stock shortages for several months after a significant early demand surge.How long itll be before Nintendo chooses to officially lift the lid on the Switch 2 is the big question on everyones mind right now, but it seems like the wait isnt going to be that long. Stay tuned for more updates in the coming days and weeks.Seeing as how an announcement appears to be coming soon (but who knows) I have Nintendo's next hardware device selling 4.3 million units in the US in 2025 (assuming 1H launch), accounting for approximately 1/3rd of all video game console hardware units sold in the year (excluding PC Portables). Mat Piscatella (@matpiscatella.bsky.social) 2025-01-08T16:09:43.754ZExpecting to see hardware constraints for several months after a significant early demand surge. And units sold will, of course, be dependent upon manufacturing capabilities and will.I still expect PlayStation 5 to rank 1st in overall hardware units sold in the US during the year. Mat Piscatella (@matpiscatella.bsky.social) 2025-01-08T16:11:43.061Z

The wait for the next mainlineTomb Raidergame continues, but though its yet unknown how much longer that wait is going to drag on, series fans do at least have the opportunity to revisit more beloved classics to look forward to. Hot on the heels of Tomb Raider 1-3 Remastered, handled by Aspyr, Tomb Raider 4-6 Remasteredis on the horizon, promising an enhanced collection of the series second trilogy of titles. Now, more information has been revealed on what to expect from the collection on the technical side of things.Speaking in an interview with GamingBolt, Matthew Ray, brand manager as Aspyr, revealed that on PS5 and Xbox Series X,Tomb Raider 4-6 Remasteredwill run at 4K and 60 FPS. Meanwhile, on Xbox Series S, you can expect it to run at 1440p and 60 FPS. Of course, as a remaster of considerably aged titles, the collection would have been expected to maintain high targets, especially on high-end hardware, so its good to know that it wont disappoint on that front.Tomb Raider 4-6 Remasteredis due out for PS5, Xbox Series X/S, PS4, Xbox One, Nintendo Switch, and PC on February 14, and will retail for $29.99.

Apple is refuting rumors that it ever let advertisers target users based on Siri recordings in a statement published Wednesday evening describing how Siri works and what it does with data. The section specifically responding to the rumors reads:Apple has never used Siri data to build marketing profiles, never made it available for advertising, and never sold it to anyone for any purpose. We are constantly developing technologies to make Siri even more private, and will continue to do so. The conspiracy theory the company is responding to resurfaced last week after Apple agreed to pay $95 million to settle a lawsuit over users whose conversations were captured by its Siri voice assistant and potentially overheard by human employees. While Apples settlement addresses an issue that The Guardian reported in 2019. The report showed human contractors tasked with reviewing anonymized recordings and grading whether the trigger was activated intentionally, would sometimes receive recordings of people discussing sensitive information. But it doesnt include any reference to selling data for marketing purposes. RelatedHowever, reports about the settlement noted that in earlier filings like this one from 2021, some of the plaintiffs claimed that after they mentioned brand names like Olive Garden, Easton bats, Pit Viper sunglasses, and Air Jordans, they were served ads for corresponding products, which they attributed to Siri data. Apples statement tonight says that it does not retain audio recordings of Siri interactions unless users explicitly opt in to help improve Siri, and even then, the recordings are used solely for that purpose. Users can easily opt-out at any time. Facebook responded to similar theories in 2014 and 2016, before Mark Zuckerberg addressed it directly, saying no to the question while being grilled by Congress over the Cambridge Analytica scandal in 2018.So, if Apple (and Facebook, Google, etc.) is telling the truth, then why would you see an ad later for something you only talked about? There are other explanations, and attempts to check the rumors out include an investigation in 2018 that didnt find evidence of microphone spying but did discover that some apps secretly recorded on-screen user activity that they shipped to third parties. Ad targeting networks also track data from people logged onto the same network or who have spent time in the same locations, so even if one person didnt type in that search term, maybe someone else did. They can buy data from brokers who collect reams of detailed location tracking and other info from the apps on your phone, and both Google and Facebook pull in data from other companies to build out profiles based on your purchasing habits and other information.

Large Language Models (LLMs) have significantly advanced artificial intelligence, particularly in natural language understanding and generation. However, these models encounter difficulties with complex reasoning tasks, especially those requiring multi-step, non-linear processes. While traditional Chain-of-Thought (CoT) approaches, which promote step-by-step reasoning, improve performance on simpler tasks, they often fall short in addressing more intricate problems. This shortcoming stems from CoTs inability to fully capture the latent reasoning processes that underpin complex problem-solving.To tackle these challenges, researchers from SynthLabs and Stanford have proposed Meta Chain-of-Thought (Meta-CoT), a framework designed to model the latent steps necessary for solving complex problems. Unlike classical CoT, which focuses on linear reasoning, Meta-CoT incorporates a structured approach inspired by cognitive sciences dual-process theory. This framework seeks to emulate deliberate, logical, and reflective thinking, often referred to as System 2 reasoning.Meta-CoT integrates instruction tuning, synthetic data generation, and reinforcement learning to help models internalize these reasoning processes. By doing so, it bridges the gap between conventional reasoning methods and the complexities of real-world problem-solving. The framework employs algorithms such as Monte Carlo Tree Search (MCTS) and A* search to generate synthetic data that reflects latent reasoning processes. This data, combined with process supervision, enables models to move beyond simplistic left-to-right token prediction and better approximate the true reasoning pathways required for complex tasks.Key Components and BenefitsMeta-CoT incorporates three main components:Process Supervision: Models are trained on intermediate reasoning steps generated through structured search. This training provides explicit rewards for following reasoning processes, allowing iterative refinement of outputs until a correct solution is reached.Synthetic Data Generation: Using search algorithms like MCTS and A*, researchers generate Meta-CoT traces that mimic the hidden processes behind complex problem-solving. These traces enable models to internalize structured reasoning strategies.Reinforcement Learning: After initial instruction tuning, models undergo reinforcement learning to fine-tune their ability to generate and verify Meta-CoT solutions. This ensures that reasoning aligns with the true data generation processes.This approach enables LLMs to address challenges that traditional CoT cannot, such as solving high-difficulty mathematical reasoning problems and logical puzzles. By formalizing reasoning as a latent variable process, Meta-CoT expands the range of tasks LLMs can handle.Evaluation and InsightsThe researchers evaluated Meta-CoT on demanding benchmarks, including the Hendrycks MATH dataset and Olympiad-level reasoning tasks. The results highlight Meta-CoTs effectiveness:Improved Accuracy: Models trained with Meta-CoT showed a 20-30% improvement in accuracy on advanced reasoning tasks compared to baseline CoT models.Scalability: As problem complexity increased, the performance gap between Meta-CoT and traditional CoT widened, demonstrating Meta-CoTs capacity to handle computationally demanding tasks.Efficiency: Structured search strategies within Meta-CoT reduced inference time for complex problems, making it a practical solution for resource-constrained environments.Experiments revealed that Meta-CoT helps LLMs internalize search processes, enabling self-correction and optimization of reasoning strategies. These capabilities mimic aspects of human problem-solving and mark a significant step forward in LLM development.ConclusionMeta-CoT offers a thoughtful and structured approach to enhancing the reasoning capabilities of LLMs. By modeling latent reasoning processes and incorporating advanced search techniques, it addresses the limitations of traditional CoT methods. The frameworks success in empirical evaluations underscores its potential to transform how LLMs approach complex tasks. As further refinements are made, Meta-CoT is poised to become a foundational element in developing next-generation AI systems capable of tackling intricate reasoning challenges in various domains, from mathematics to scientific discovery.Check out the Paper. All credit for this research goes to the researchers of this project. Also,dont forget to follow us onTwitter and join ourTelegram Channel andLinkedIn Group. Dont Forget to join our60k+ ML SubReddit. FREE UPCOMING AI WEBINAR (JAN 15, 2025): Boost LLM Accuracy with Synthetic Data and Evaluation IntelligenceJoin this webinar to gain actionable insights into boosting LLM model performance and accuracy while safeguarding data privacy.The post Researchers from SynthLabs and Stanford Propose Meta Chain-of-Thought (Meta-CoT): An AI Framework for Improving LLM Reasoning appeared first on MarkTechPost.

Artificial intelligence research has steadily advanced toward creating systems capable of complex reasoning. Multimodal large language models (MLLMs) represent a significant development in this journey, combining the ability to process text and visual data. These systems can address intricate challenges like mathematical problems or reasoning through diagrams. By enabling AI to bridge the gap between modalities, MLLMs expand their application scope, offering new possibilities in education, science, and data analysis.One of the primary challenges in developing these systems is integrating visual and textual reasoning seamlessly. Traditional large language models excel in processing either text or images but fall short when tasked with combining these modalities for reasoning. This limitation hinders their performance in multimodal tasks, particularly in scenarios requiring extended and deliberate thought processes, often termed slow thinking. Addressing this issue is crucial for advancing MLLMs toward practical applications where multimodal reasoning is essential.Current approaches to enhancing reasoning capabilities in MLLMs are rooted in two broad strategies. The first involves using structured search methods, such as Monte Carlo tree search, guided by reward models to refine the reasoning path. The second focuses on training LLMs with long-form reasoning instructions, often structured as chains of thought (CoT). However, these methods have primarily concentrated on text-based tasks, leaving multimodal scenarios relatively underexplored. Although a few commercial systems like OpenAIs o1 model have demonstrated promise, their proprietary nature limits access to the methodologies, creating a gap for public research.Researchers from Renmin University of China, Baichuan AI, and BAAI have introduced Virgo, a model designed to enhance slow-thinking reasoning in multimodal contexts. Virgo was developed by fine-tuning the Qwen2-VL-72B-Instruct model, leveraging a straightforward yet innovative approach. This involved training the MLLM using textual long-thought data, an unconventional choice to transfer reasoning capabilities across modalities. This method distinguishes Virgo from prior efforts, as it focuses on the inherent reasoning strengths of the LLM backbone within the MLLM.The methodology behind Virgos development is both detailed and deliberate. The researchers curated a dataset comprising 5,000 long-thought instruction examples, primarily from mathematics, science, and coding. These instructions were formatted to include structured reasoning processes and final solutions, ensuring clarity and reproducibility during training. To optimize Virgos capabilities, the researchers selectively fine-tuned parameters in the LLM and cross-modal connectors, leaving the visual encoder untouched. This approach preserved the visual processing capabilities of the base model while enhancing its reasoning performance. Further, they explored self-distillation, using the fine-tuned model to generate visual long-thought data, further refining Virgos multimodal reasoning capabilities.Virgos performance was evaluated across four challenging benchmarks: MathVerse, MathVision, OlympiadBench, and MMMU. These benchmarks included thousands of multimodal problems, testing the models reasoning ability over text and visual inputs. Virgo achieved remarkable results, outperforming several advanced models and rivaling commercial systems. For example, on MathVision, Virgo recorded a 38.8% accuracy, surpassing many existing solutions. On OlympiadBench, one of the most demanding benchmarks, it achieved a 12.4% improvement over its base model, highlighting its capacity for complex reasoning. In addition, Virgos text-based fine-tuning demonstrated superior performance in extracting slow-thinking reasoning capabilities compared to multimodal training data. This finding emphasizes the potential of leveraging textual instructions for enhancing multimodal systems.The researchers further analyzed Virgos performance by breaking down results based on difficulty levels within the benchmarks. While Virgo showed consistent improvements in challenging tasks requiring extended reasoning, it experienced limited gains in simpler tasks, such as those in the MMMU benchmark. This insight underscores the importance of tailoring reasoning systems to the complexity of the problems they are designed to solve. Virgos results also revealed that textual reasoning data often outperformed visual reasoning instructions, suggesting that textual training can effectively transfer reasoning capabilities to multimodal domains.By demonstrating a practical and efficient approach to enhancing MLLMs, the researchers contributed significantly to the field of AI. Their work bridges the gap in multimodal reasoning and opens avenues for future research in refining these systems. Virgos success illustrates the transformative potential of leveraging long-thought textual data for training, offering a scalable solution for developing advanced reasoning models. With further refinement and exploration, this methodology could drive significant progress in multimodal AI research.Check out the Paper and GitHub Page. All credit for this research goes to the researchers of this project. Also,dont forget to follow us onTwitter and join ourTelegram Channel andLinkedIn Group. Dont Forget to join our60k+ ML SubReddit. Nikhil+ postsNikhil is an intern consultant at Marktechpost. He is pursuing an integrated dual degree in Materials at the Indian Institute of Technology, Kharagpur. Nikhil is an AI/ML enthusiast who is always researching applications in fields like biomaterials and biomedical science. With a strong background in Material Science, he is exploring new advancements and creating opportunities to contribute. [Recommended Read] Nebius AI Studio expands with vision models, new language models, embeddings and LoRA (Promoted)

Wish your Apple Watch would always show your watch face when you glance at it? Be default, Apple Watch will launch certain apps or show the Smart Stack based on your activity. If you prefer to always see your watch face, however, there are a few things to tweak.Live ActivitieswatchOS 10, the software that runs on the Apple Watch, introduces support for Live Activities. Like on the iPhone, these special widget-style notifications can update in real time without sending individual alerts for sports score updates and each step of your food delivery.If you always want to see your watch face when you glance at your wrist, Live Activities can get in the way. Fortunately, theres a toggle for these:Open Settings app and tap GeneralScroll to Auto-Launch and tap to open sectionTap Live Activities Settings at the top of the list From this section, youre able to enable/disable Live Activities or enable/disable auto-launching Live Activities. Turning off Auto-Launch Live Activities still allows you to view Live Activities when you swipe up or double tap gesture to open the widgets view, but they will stop taking over your watch face when theyre active.A third setting allows you to enable/disable showing Live Activities when your wrist is down and your Apple Watch screen is dimmed. This is turned on by default, but you can change it if you have Live Activities enabled.Separately, theres an option in the Live Activities Settings section to control how media apps behave. You can optionally choose to disable Live Activities for media apps and still auto-launch them for other apps that support Live Activities in the Smart Stack. By default, Auto-Launch for media apps is enabled. If this is on, you can change the current default behavior of auto-launching the Smart Stack widgets view to auto-opening the media app instead. This is how media apps behaved with auto-launch in previous watchOS versions.More auto-launching appsLastly, you can choose to disable Live Activities for certain apps while still auto-launching Live Activities for other apps. This granular level of control is at the bottom of the Live Activities Settings section. Here youll find the ability to disable, auto-launch Smart Stack, or auto-launch the app itself. Supported apps include Alarms, Compass, Mindfulness, Music Recognition, Stopwatch, Timers, Voice Memos, Wallet, and Workout.Theres also a section in Settings > General > Auto-Launch to control how auto-launch works when your Apple Watch is submerged. By default, models with the Depth app will auto-launch it when submerged. You can instead choose to keep your Apple Watch on the watch face. While things could change in the future, grasping these three categories will give you full control over always showing your watch face or auto-launching Live Activities, apps, or snorkeling/diving apps.Best Apple Watch accessories Apple AirPods 4 for the best experience when listening to audio or making calls with Apple WatchThe Anker MagGo Power Bank for Apple Watch charging when youre away from your charger for too longA pzoz Watch Band Organizer Case for elegantly displaying your Apple Watch band collectionThis Milanese Metal Band for getting the nicer look without spending $100 to $200Add 9to5Mac to your Google News feed. FTC: We use income earning auto affiliate links. More.Youre reading 9to5Mac experts who break news about Apple and its surrounding ecosystem, day after day. Be sure to check out our homepage for all the latest news, and follow 9to5Mac on Twitter, Facebook, and LinkedIn to stay in the loop. Dont know where to start? Check out our exclusive stories, reviews, how-tos, and subscribe to our YouTube channel