• Wikipedia picture of the day for March 9
    en.wikipedia.org
    Detour is a 1945 American film noir directed by Edgar G. Ulmer and starring Tom Neal and Ann Savage. The screenplay was adapted by Martin Goldsmith and Martin Mooney (uncredited) from Goldsmith's 1939 novel Detour, and the film was released by the Producers Releasing Corporation, one of the so-called Poverty Row film studios in mid20th-century Hollywood. Detour tells the story of an unemployed piano player who hitchhikes to Los Angeles with a bookie, and the consequences when the bookie dies on the way. The film, which is now in the public domain, was restored by the Academy Film Archive in 2018.Film credit: Edgar G. Ulmer; restored by the Academy Film ArchiveRecently featured: Flame-faced tanagerSpaceX CRS-20Philippe ChaperonArchiveMore featured pictures
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  • On this day: March 9
    en.wikipedia.org
    March 9Kaiulani1776 Scottish political economist Adam Smith's book The Wealth of Nations, the first modern work in economics, was published.1891 Kaiulani (pictured) was appointed the heir apparent to the throne of the Hawaiian Kingdom.1925 The Royal Air Force began a bombardment and strafing campaign against the mountain strongholds of Mahsud tribesmen in South Waziristan, present-day Pakistan.1956 In Tbilisi, Georgia, soldiers suppressed mass demonstrations against Soviet leader Nikita Khrushchev's policy of de-Stalinization.1957 The Andreanof Islands earthquake struck Hawaii and the Aleutian Islands, causing more than $5million in damage from ground movement and a destructive tsunami.Abu Ma'shar al-Balkhi (d.886)Catherine of Bologna (d.1463)Friederike Caroline Neuber (b.1697)Dick Walker (b.1938)More anniversaries: March 8March 9March 10ArchiveBy emailList of days of the yearAbout
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  • The Last of Us season 2 gets an explosive new trailer
    www.theverge.com
    Warner Bros. Discovery just released a new trailer for the second (and maybe last) season of The Last of Us, offering an action-packed view of the fraught world Pedro Joel Miller (Pedro Pascal) and his daughter Ellie (Bella Ramsey) are facing. Things look bleak for both of them, and the shows fungal-based zombies dont seem to have become any less dangerous. The trailers centerpiece is a snowy human settlement that, at one point, is assaulted by a zombie horde. There are lots of explosions and at one point, a monstrous zombie being blasted by a flamethrower. There are also brief clips of characters fleeing in the woods and an ominous close-up of a sickle just before a shot of someone being hanged.Interspersed with shots of them are flashbacks of Joel and Ellie, the latter of whom is intense in shots of her sprinting and firing a handgun or running over the top of an underground train. There are brief clips of other characters, including a man and his daughter who seem to be fleeing something or someone in the woods. The trailer closes on Ellie saying to what looks like a guilt-stricken Joel, You swore.The Last of Us season two also stars Jeffrey Wright as Isaac Dixon, Isabela Merced as Dina, and Kaitlyn Dever as Abby. It debuts April 13th on Max.
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  • Inception Unveils Mercury: The First Commercial-Scale Diffusion Large Language Model
    www.marktechpost.com
    The landscape of generative AI and LLMs has experienced a remarkable leap forward with the launch of Mercury by the cutting-edge startup Inception Labs. Introducing the first-ever commercial-scale diffusion large language models (dLLMs), Inception labs promises a paradigm shift in speed, cost-efficiency, and intelligence for text and code generation tasks.Mercury: Setting New Benchmarks in AI Speed and EfficiencyInceptions Mercury series of diffusion large language models introduces unprecedented performance, operating at speeds previously unachievable with traditional LLM architectures. Mercury achieves remarkable throughputover 1000 tokens per second on commodity NVIDIA H100 GPUsa performance that was formerly exclusive to custom-designed hardware like Groq, Cerebras, and SambaNova. This translates to an astonishing 5-10x speed increase compared to current leading autoregressive models.Diffusion Models: The Future of Text GenerationTraditional autoregressive LLMs generate text sequentially, token-by-token, causing significant latency and computational costs, especially in extensive reasoning and error-correction tasks. Diffusion models, however, leverage a unique coarse-to-fine generation process. Unlike autoregressive models restricted by sequential generation, diffusion models iteratively refine outputs from noisy approximations, enabling parallel token updates. This method significantly enhances reasoning, error correction, and overall coherence of the generated content.While diffusion approaches have proven revolutionary in image, audio, and video generationpowering applications like Midjourney and Soratheir application in discrete data domains such as text and code was largely unexplored until Inceptions breakthrough.Mercury Coder: High-Speed, High-Quality Code GenerationInceptions flagship product, Mercury Coder, is optimized specifically for coding applications. Developers now have access to a high-quality, rapid-response model capable of generating code at more than 1000 tokens per second, a dramatic improvement over existing speed-focused models.On standard coding benchmarks, Mercury Coder doesnt just match but often surpasses the performance of other high-performing models such as GPT-4o Mini and Claude 3.5 Haiku. Moreover, Mercury Coder Mini secured a top-ranking position on Copilot Arena, tying for second place and outperforming established models like GPT-4o Mini and Gemini-1.5-Flash. Even more impressively, Mercury accomplishes this while maintaining approximately 4x faster speeds than GPT-4o Mini.Versatility and IntegrationMercury dLLMs function seamlessly as drop-in replacements for traditional autoregressive LLMs. They effortlessly support use-cases including Retrieval-Augmented Generation (RAG), tool integration, and agent-based workflows. The diffusion models parallel refinement allows multiple tokens to be updated simultaneously, ensuring swift and accurate generation suitable for enterprise environments, API integration, and on-premise deployments.Built by AI InnovatorsInceptions technology is underpinned by foundational research at Stanford, UCLA and Cornell from its pioneering founders, recognized for their crucial contributions to the evolution of generative AI. Their combined expertise includes the original development of image-based diffusion models and innovations such as Direct Preference Optimization, Flash Attention, and Decision Transformerstechniques widely acknowledged for their transformative impact on modern AI.Inceptions introduction of Mercury marks a pivotal moment for enterprise AI, unlocking previously impossible performance levels, accuracy, and cost-efficiency.Check outthe All credit for this research goes to the researchers of this project. Also,feel free to follow us onTwitterand dont forget to join our80k+ ML SubReddit. Jean-marc MommessinJean-marc is a successful AI business executive .He leads and accelerates growth for AI powered solutions and started a computer vision company in 2006. He is a recognized speaker at AI conferences and has an MBA from Stanford.Jean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/Finer-CAM Revolutionizes AI Visual Explainability: Unlocking Precision in Fine-Grained Image ClassificationJean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/CASS: Injecting Object-Level Context for Advanced Open-vocabulary semantic segmentationJean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/MVGD from Toyota Research Institute: Zero Shot 3D Scene ReconstructionJean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/Revolutionizing Robot Learning: How Metas Aria Gen 2 enables 400% Faster Training with Egocentric AI Recommended Open-Source AI Platform: IntellAgent is a An Open-Source Multi-Agent Framework to Evaluate Complex Conversational AI System' (Promoted)
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  • Mistral AI Launches New Mistral OCR API
    towardsai.net
    Mistral AI Launches New Mistral OCR API 0 like March 8, 2025Share this postLast Updated on March 8, 2025 by Editorial TeamAuthor(s): Get The Gist Originally published on Towards AI. Plus: Anthropic Launches New AI Collaboration PlatformThis member-only story is on us. Upgrade to access all of Medium.Welcome to Get The Gist, where every weekday we share an easy-to-read summary of the latest and greatest developments in AI news, innovations, and trends all delivered in under 5 minutes! In todays edition:Anthropic Launches New AI Collaboration PlatformManus AI Launches Fully Autonomous AI AgentMicrosoft is Developing its Own AI Reasoning ModelsAnd more AI news.Image by: MistralThe Gist: Mistral AI has introduced Mistral OCR, a high-performance Optical Character Recognition (OCR) API that surpasses Google Gemini, Azure OCR, and OpenAIs GPT-4o in document analysis.Key Details:The API processes images and PDFs, extracting structured text, tables, equations, and media.Benchmarked against top OCR models, Mistral OCR scored 94.89, excelling in scanned documents, mathematical expressions, and multilingual text.Available via Mistrals developer platform, La Plateforme, with future cloud, inference, and on-premises deployment options.Processes up to 2,000 pages per minute and supports structured output formats like JSON for seamless workflow integration.Image by: AnthropicThe Gist: Anthropic has revamped its developer console, adding collaboration tools and enhanced AI reasoning to make its Claude AI assistant more accessible to non-technical teams.Key Details:New teamwork features enable developers, product managers, and other staff to refine AI prompts together, eliminating Read the full blog for free on Medium.Join thousands of data leaders on the AI newsletter. Join over 80,000 subscribers and keep up to date with the latest developments in AI. From research to projects and ideas. If you are building an AI startup, an AI-related product, or a service, we invite you to consider becoming asponsor. Published via Towards AITowards AI - Medium Share this post
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  • Youre Doing RAG Wrong: How to Fix Retrieval-Augmented Generation for Local LLMs
    towardsai.net
    LatestMachine LearningYoure Doing RAG Wrong: How to Fix Retrieval-Augmented Generation for Local LLMs 0 like March 8, 2025Share this postLast Updated on March 8, 2025 by Editorial TeamAuthor(s): DarkBones Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Want to skip straight to the setup? Jump to the tutorial. Need a RAG refresher? Check out my previous article.RAG Works Until It DoesntRAG sounds great, until you try implementing it. Then the cracks start to show.RAG pulls in irrelevant chunks, mashes together unrelated ideas, and confidently misattributes first-person writing, turning useful context into a confusing mess.I ran into two major issues when building my own RAG system: Context Blindness When retrieved chunks dont carry enough information to be useful. First-Person Confusion When the system doesnt know who I refers to.Ill show you exactly how I fixed these problems, so your RAG system actually understands what it retrieves.By the end, youll have a 100% local, 100% free, context-aware RAG pipeline running with your preferred local LLM and interface. Well also set up an automated knowledge base, so adding new information is frictionless.Enjoying this deep-dive? Heres how you can help: Clap for this article It helps more people find it. Follow me I write about AI, programming, data science, and other interesting tech. More posts like this are coming! Leave a comment Have you Read the full blog for free on Medium.Join thousands of data leaders on the AI newsletter. Join over 80,000 subscribers and keep up to date with the latest developments in AI. From research to projects and ideas. If you are building an AI startup, an AI-related product, or a service, we invite you to consider becoming asponsor. Published via Towards AITowards AI - Medium Share this post
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  • The Best Curved Monitors in 2025
    www.ign.com
    Upgrading your setup with a curved gaming monitor is one of the best ways to improve your immersion. The best curved gaming monitors wrap into your peripheral vision and seem to draw you in, helping you get lost in your favorite game. So whether you're a competitive gamer looking for the extra edge in esports or a single-player aficionado hoping to get lost in your next storyline, I've got the best pick for you. These are the best curved gaming monitors of 2025.TL;DR These Are the Best Curved Gaming Monitors:Our top pickAsus ROG Swift PG34WCDMAOC C27G2ZSee it at AmazonDell Alienware AW3423DWFSee it at AmazonAcer Predator X34 OLEDSee it at AmazonMSI MPG 491CQPSee it at AmazonThere was a time when choosing a great curved gaming monitor was pretty straightforward. But today, there are countless brands flooding the marketplace, too many me-toos that look the same on paper but don't stand toe-to-toe in real life. Of course, there are qualities you should look for depending on what kind of gamer you are. If you're a fan of shooters, a monitor with low input latency and a high refresh rate, should be on the top of your list. If you're looking for the most engaging and immersive experience, choosing a monitor with a deeper curve will be a better option. It's all about the details.The Expert: Why Trust UsI've been a gaming journalist for more than a decade. During that time, I've written for a number of major gaming publications and have tested more monitors than most people will use in a lifetime. I know what makes a gaming monitor great. More specifically, I know what makes a monitor great for different kinds of users. It's not all about panel type, refresh rate, and resolution. It's about how its different qualities come together to create something great that stands out from the riff-raff on Amazon. I cover monitors for IGN and make it my mission to give you the best recommendations to both save you money and ensure that you walk away with a great experience.At IGN, we're gamers. Every review is filtered through multiple eyes to assure that you get the facts you need, when you need them. We make the connections so you don't have to and bring the best of the best to you, distilled down, in guides just like this one. When you're done reading here, be sure to check out the Best Graphics Cards, Best Gaming Keyboards, Best Gaming Mice, and Best Gaming Headsets to complete your setup. A great gaming experience awaits. 1. Asus ROG Swift PG34WCDMBest Curved Gaming MonitorOur top pickAsus ROG Swift PG34WCDMThis deep-dish 34-inch ultrawide packs next level HDR and an impressive suite of gaming features.Product SpecificationsScreen size34" 800RAspect ratio21:9 Resolution3,440 x 1,440Panel typeOLED, G-Sync compatibleHDR compatibilityDisplayHDR 400 True BlackBrightness1,300cd/m2Refresh rate240HzResponse time0.03ms (GtG)Inputs1 x DisplayPort 1.4, 2 x HDMI 2.1, USB Type-C (DP and PD), 2 x USB 3.2 Type-A, 1 x USB 2.0 Type-A PROSStunning HDR performanceDeep and immersive curveHigh peak brightness, infinite contrastBuilt-in KVM and meaningful gaming featuresCONSDeep curve isn't great for productivityIf you're looking for the best curved gaming display, look no further than the Asus ROG Swift PG34WCDM. In my review, I found it to be a simply outstanding option for gaming and productivity alike. Its deep 800R curve is great for immersion, and its cutting-edge OLED panel offers beautiful colors and outstanding brightness.Its price fluctuates, but can usually be found for a little over $1,000. This gets you an impressive 1,300 nits of peak brightness for outstanding HDR gaming. Since it's an OLED panel, it offers deep and inky blacks. to enhance its dynamic range. Whether you're watching movies or playing games, its picture is simply stunning.is also a great fit for content creation and professional work. It's 3,440x1440p resolution is crisp and well-suited to its 34-inch corner-to-corner screen size. Think of it like two 1440p monitors side by side without the bezel in between. It comes with excellent factory calibration and wide color gamut support, so you can be confident in its results if you choose to create content on it. Be warned, its deep curve can distort text a little bit, so it may take some getting used to and is best suited for entertainment over productivity.On that front, it's built to impress. It runs at 240Hz for exceptionally smooth motion and low input latency. It also comes with a number of gaming modes to give you a competitive edge. There are the usual options like a black equalizer that allows you to peek into the shadows, but it also comes with sniper modes that zoom in on the center of your screen to help you nail those headshots. And for multi-platform gamers, you'll be pleased to find that it offers a built-in KVM to quickly swap to your console or laptop, bringing your peripherals with you. It doesn't get much better than the PG34WCDM for curved gaming monitors and does a great job of justifying its high asking price. 2. AOC C27G2ZBest Budget Curved Gaming MonitorAOC C27G2ZBudget-minded gamers will love the tight 1080p 1500R curved screen and high refresh rate.See it at AmazonProduct SpecificationsScreen size27" 1500R Aspect ratio16:9Resolution1,920 x 1,080Panel typeVA FreeSyncBrightness300cd/m2 Refresh rate240HzResponse time0.5msInputs2 x HDMI 2.0, 1 x DisplayPortPROSGreat responsivenessHigh refresh rateGood colors and contrastCONSHDMI is limited to 120HzAOC is no stranger to delivering high-value gaming monitors for gamers on a budget. The C27G2Z is exactly such a monitor. Offering a solid picture on a spacious 27-inch screen, an immersive curve, and exceptional responsiveness with its 240Hz refresh rate, all for under $200.This monitor packs a lot for a little when it comes to investment. For its accessible cost of entry, you're getting a high-quality VA panel with a 1500R curve - still relatively gentle but more noticeable than the multitudes of 1800R monitors out there. Because of the way this panel works with its backlight, it's able to offer a deep 3,000:1 contrast ratio, roughly double that of competing IPS gaming monitors, and it's immediately noticeable. While its colors and viewing angles don't quite match that panel type's high standard, I've found VA panels still offer very engaging colors that are perfect for gaming.The monitor's real selling point, however, is its responsiveness. AOC has outfitted it with a 240Hz refresh rate and a 0.5ms response time. That's enough for even high-level competitive gaming. It allows the monitor to offer improved motion clarity in comparison to most others around this price point. Ghosting also shouldn't be an issue at these speeds.The drawback here is that to achieve its full refresh rate, you'll be limited to a DisplayPort connection since it only comes with HDMI 2.0. This won't make a big difference, though, as every modern graphics card supports this DisplayPort and consoles using HDMI port will still be able to top out at 120Hz like a great gaming TV.The AOC also sells a 32-inch version of this panel, but I would recommend sticking with the smaller size. At 32 inches, 1080p makes individual pixels visible, leading to a screen door effect that you might find distracting. If you crave the extra real estate, however, and don't mind the slightly softer image, at the time of this writing both versions are the exact same price, so it remains an impressive value. 3. Dell Alienware AW3423DWFBest Value Curved Gaming MonitorAlienware AW3423DWFA curved 2K gaming monitor with an exceptional QD-OLED panel and solid gaming chops. Product SpecificationsScreen size34" 1800RAspect ratio21:9Resolution3,440 x 1,440Panel typeQD-OLED, FreeSync Premium Pro, G-Sync compatibleBrightness1,000 cd/m2 (peak)Refresh rate165HzResponse time0.5msInputs1 x HDMI 2.0, 2 x DisplayPort, 4 x USB 3.2 Type-APROSGreat valueFantastic picture thanks to QD-OLED panelHigh refresh rateCONSLow SDR brightnessHDMI 2.0 onlyFor the hands-down best value in curved gaming monitors, look no further than the Dell Alienware AW3423DWF. Now retailing for a bit over $600, this QD-OLED display offers massive bang for the buck. I gave it a glowing review when it released last year for $1,100 and now that the price has almost halved, it's an incredibly easy recommendation to make. OLED monitors don't come cheap, and there's a good reason for that. Their advanced panel technology allows them to deliver some of the best images quality money can buy. Because of the way, because it, every pixel is individually controlled, it essentially allows the AW3423DWF to have millions of local dimming zones. On top of that, it's been enhanced with a layer of quantum dots to provide more vivid colors and increased brightness. Its picture is stunning and with its current pricing, it's one of the best ways to experience OLED for yourself while also enjoying an immersive curve.Like all OLED monitors, its SDR brightness isn't amazing, but if you use it out of direct sunlight, it should be just fine. When gaming in HDR, however, it's able to peak at 1000 nits. Between this high brightness and its deep contrast, its HDR experience for both movies and games is a treat for the eyes - and that's without considering Alienware's picture enhancements and presets. This display runs at a peak of 165Hz, which while not the absolute fastest, is still a good value for a QD-OLED at this price. And don't forget, because of the way OLED monitors work, it will still be much more responsive than your average IPS or VA display. In fact, while most of those monitors run at 1ms, and the very best might be rated for 0.5ms, this monitor is rated for only 0.3 ms. For competitive gaming and esports, that means improved motion clarity and an exceptionally smooth experience (and yes, it also supports AMD FreeSync and is Nvidia G-Sync Compatible). Overall, there is not much to dislike about this monitor at its current asking price. It received glowing reviews when it launched, my own included, and has only gotten better with time and multiple price cuts as Alienware has released its own competitors.4. Acer Predator X34 OLEDBest Ultrawide G-Sync Gaming MonitorAcer Predator X34 OLEDProduct SpecificationsScreen size34Aspect ratio21:9Resolution3440x1440Panel typeOLEDHDRVESA DisplayHDR True Black 400Brightness1,300 cd/m2 (peak)Refresh rate240HzResponse time 0.03msInputs2 x HDMI 2.1, 1 x DisplayPort 1.4, 2 x USB 3.2 Gen 2 Type-CPROSSuperior HDR brightness240Hz refresh rateGreat color reproductionCONS800R curve works for content creation but isn't the best for productivityNo sRGB modeSo far this year, the reigning king of ultrawide curved gaming monitors is the Acer Predator X34 OLED. It checks all of the boxes for a great gaming monitor, including an outstanding picture, fast refresh rate, deep curve, and plenty of features to take your gaming experience to the next level.This monitor isn't the only 34-inch ultrawide on this list. It offers quite a bit to set itself apart. Its curve offers a deep 800R radius that wraps into your peripheral vision and seems to draw you into the center of the screen to increase your immersion. Between its variable refresh rate support (Nvidia G-Sync and AMD FreeSync) and 240Hz refresh rate, all of the motion of your favorite games flows with a silky smoothness that looks amazing. Since this monitor comes with the ultrawide version of 1440p, you won't need a top tier system to run it. Though, you should plan on at least a medium performance graphics card for the best experience. Its OLED panel offers fantastic colors with solid factory calibration. Compared to many other OLED monitors, however, it offers superior brightness with a peak luminance of 1,300 nits. This allows highlights to glimmer with a lifelike quality that helps bring games and movies to lifeIf you are a content creator and work with timelines, you'll surely see the benefit of its 21:9 ratio. This allows you to view more of the timeline at any given time and makes the monitor feel much more efficient to use. It lacks a dedicated sRGB mode, which is strange, but does come with a P3 mode for standardized colors.There are a lot of curved ultra-wide gaming monitors out there, but the Acer Predator X34 OLED is the premier option for 2025.5. MSI MPG 491CQPXBest Curved 32:9 Super Ultrawide Monitor MSI MPG 491CQPX49 inches of QD-OLED gaming goodnessSee it at AmazonProduct SpecificationsScreen size49", 1800RAspect ratio32:9Resolution5,120x1,440Panel typeQD-OLEDHDRVESA DisplayHDR True Black 400Brightness1,000 cd/m2 (peak)Refresh rate240HzResponse time 0.03msInputs2 x HDMI 2.1, 1 x DisplayPort 1.4, 1 x USB Type-C (DP/PD 98W), 2 x USB 2.0 Type-APROSBright and color richGreat for productivity as well as gamingFast, fast, fast!USB Type-C video and PD chargingCONSBurn-in prevention features can be gratingResolution is demandingIf you have a need for speed, er... space, then look no further than the MSI MPG 491CQPX. This 49-inch, 32:9 monitor is packed with features and a gorgeous, fast QD-OLED screen. It offers plentiful connectivity and enough screen real estate that it can completely replace a triple monitor setup all on its own. So-called "super ultrawide monitors" aren't for everyone, but if you have the space, it can be a transformative experience for gaming and productivity alike. This 5,120 x 1,440 resolution screen is equivalent to three 1440p monitors side-by-side. Many users enjoy splitting the space into multiple windows, increasing their ability to multitask. Using this display, you could run a game in one portion, a stream in another, and monitor chat in a third. It's versatile in a way, smaller monitors aren't able to be.Just because it's big doesn't mean that MSI has cut corners in other areas. Its display runs at 240Hz with a 0.03ms response time for truly exceptional motion clarity and performance suited to professional esports. Its 1800R curve is relatively gentle, but because it's so wide, is more meaningful and allows you to take in more of the screen at once. Its panel is enhanced with a quantum dot layer for improved colors and brightness, and the company has outfitted it with a heat-dispersing graphene layer internally to enhance its long-term durability. It also supports USB Type-C video input and 98W of PD charging to easily connect and charge your laptop. A screen this large demands a relatively powerful computer, however. It's nearly as demanding as 4K, so if you plan to maximize its 240Hz refresh rate, you'll need a relatively beefy GPU (check out our list of the best graphics cards for suggestions.) Some users have also found its burn-in protection features to be a little overzealous with how often they remind you. They are effective, however, and go in line with MSI's three-year burn-in warranty so you can buy with confidence knowing that it will replace your panel should anything happen during the warranty term. This size monitor isn't for everybody, but if you enjoy using multiple monitors at once, it's a great way to accomplish that much more seamlessly. And since this monitor regularly sells for less than $1,000, it could even be more cost effective than picking up three separate monitors to use side by side.How to Choose a Curved MonitorChoosing a curved gaming monitor is very similar to choosing a great gaming monitor in general. It's important to consider what you will be using it for. If all you need to worry about is gaming, then that will narrow your choices down. If you plan to use it for productivity or creative work like video editing, there are other things to consider.Resolution: Resolution refers to how many pixels make up the panel of the monitor. A higher resolution leads to a crisper image, however, can be more difficult to run requiring a higher performance graphics card. The three main resolutions are 1080p (1,920x1,080), 1440p (2,560x1,440), and 4K (3,840 x 2,160). Ultrawide monitors extend the first figure with their added width, but the second usually remains the same and can be used to determine the level of clarity they will provide. Size: Choosing the right size monitor for your needs depends on several factors. The most basic is how much available space you have. Along with this, however, you should consider the type of gaming experience you are seeking. If you're choosing a curved monitor simply for the aesthetic, a gentle curve and 16:9 aspect ratio is probably going to fit your needs. If you want lots of extra usable space, then choosing a larger ultrawide (21:9) curved monitor will likely be the better choice.While they're not hard rules, there are some basic guidelines to consider when it comes to size. For 1080p, 24 inches is usually considered the sweet spot, offering crisp visuals across a decently-sized field of view. For 1440p, 27 inches is considered ideal for this same reason. If you're opting for 4K, however, 32 inches is frequently recommended as it's large enough to offer a high pixel density without losing details to a compressed screen. You can shift any of these resolutions up in size but at the expense of a slightly softer image. For 1080p in particular, at 27 inches and above, you risk being able to see the individual pixels which create a "screen door effect" across the viewing area.Panel Type: The next thing to consider is the type of panel being used in the display. There are three main panels being used today and one backlighting type that often gets referred to as if it were its own panel technology. The three types are IPS, VA, and OLED. TN panels are technically also available but offer the worst picture available in mainstream gaming monitors and should only be picked if you value response time over literally everything else (I suggest avoiding them). The backlighting technology is called mini-LED and is most often paired with IPS panels.IPS, or In-Plane Switching, panels are well-loved for their great colors and viewing angles. They used to be plagued by slower response times, and while that is technically still true, there are many that offer 1ms or even 0.5ms response times, so that concern is largely a thing of the past among gaming monitors. Older and lower cost IPS monitors can still have significantly slower response times and problems with ghosting, however, so it's important to take note of its rated response time before pulling the trigger. IPS panels also offer relatively low contrast, which can make blacks look dark gray. Backlight bleed can also be an issue.VA, or Vertical Alignment, panels are a middle-ground between the benefits of IPS and the speed of OLED and TN. They're backlit using LEDs. However, because of the way the pixels operate, they block light where IPS panels would allow it through. This allows them to offer much better contrast while still maintaining very good colors and a slightly faster response time.OLED, or Organic Light Emitting Diode, monitors are the current key trend in the upper-middle and high tier of curved gaming monitors. With this technology, each pixel is individually controlled, only illuminating what's needed at any given time. Put another way, every pixel becomes its own local dimming zone, adjusting brightness right to the point of turning off, allowing this technology to offer the best contrast available in gaming monitors today. They're also well known for their incredible color and stunning HDR. The downside to these monitors is that they frequently have low average brightness due to their higher power consumption and heat. Burn-in or image retention is another concern; however, manufacturers have gotten very good about covering burn-in under their included warranties, as well as integrating many different protective features to make this less likely to occur. It is still an important consideration, though, and an inherent risk to the panel type.Brightness: A monitor's brightness is rated in nits or candelas per square meter (cdm/2). As a rule, I recommend aiming for at least 350 nits of brightness if your desk is out of direct sunlight and higher if your budget allows. 400 nits is necessary for the first level of VESA DisplayHDR certification; however, you should take that with a grain of salt. For HDR gaming and movies, I suggest looking for a monitor with a peak brightness of at least 1,000 nits so that you can experience true wide dynamic range. Refresh Rate: Refresh rate is how many times the monitor updates its picture per second. For gaming, I recommend sticking to at least 120Hz, with 144Hz being the ideal starting point. If you are a competitive gamer, a 240Hz, 360Hz, or even 480Hz monitor can be a better choice as they offer lower input latency and better motion clarity. Anyone that is not gaming at at least a semi-professional level, however, isn't likely to experience the same benefit and competitive edge, so I recommend sticking to more affordable refresh speeds and reinvesting those funds elsewhere into your PC or into new games.Curvature: A monitor's curvature is indicated by an "R" number that is usually clearly disclosed in the product listing. On Amazon, it usually features prominently in the listing's title. The "R" stands for radius. If the arc of the screen were to extend into a circle, the number would indicate its width. Accordingly, a higher "R" number means a shallower curve. It can be tempting to go for the deepest curve possible. However, it's important to note that anything at 1000R or below is very deep and will likely distort images and text a small degree. This makes them a better fit for pure gaming instead of productivity and other daily use tasks.Additional Features: If you've already shopped around for a monitor, then you're probably already aware that there are a lot of curved displays with the exact same specs. It's here that you can begin to differentiate them from one another. An important thing to look for is support for variable refresh rate (VRR). This feature eliminates screen tearing and can include Low Framerate Compensation (LFC) to help your games play smoothly even if your computer struggles to run them. If you have an AMD graphics card, you'll want to be sure the monitor supports FreeSync. If you have an NVIDIA graphics card, it should be at least G-Sync compatible to ensure smooth, tear-free gameplay. Likewise, there are many extra features that manufacturers will add to increase the value proposition and help each display stand out. If you intend to have multiple systems or a console hooked up in addition to your PC, choosing a monitor with a built-in KVM switch can make life more convenient. If you want to enjoy two different kinds of content, looking for one that offers picture-in-picture support can be wise. Many gaming monitors also offer configuration software that can save you fumbling through the on-screen display (OSD) and even offer hotkeys to toggle settings and features. These can include features like Black Equalizer that let you peek into the shadows, on-screen reticles, or even built-in sniper modes that can zoom in on enemies. Some monitors even feature integrated AI to change contrast and picture settings depending on what's occurring in-game.Upcoming Curved Gaming Monitors in 2025There are always new gaming monitors being released, so rather than looking at individual models, it's helpful to look at the biggest trends guiding the industry. This year I was able to attend CES in Las Vegas and see many of the upcoming models firsthand. I have a full write-up of what's coming down the pipeline you can read here. The biggest trend this year is once again OLED. Just about every major brand has multiple OLED displays the pipeline, spanning different for factors, designs, and intended audiences (though they're not always curved). Mini-LED monitors also look like they may be rising up as an alternative to this technology, solving the problems of brightness and burn-in at the expense of OLED's inky contrast. While most brands focused on their most premium and expensive models, there were also a number aimed at the middle of the market with more accessible prices. Another trend to look out for this year is the collision of smart TVs with gaming monitors. Smart gaming monitors were a theme of the show. I reviewed an early model from Samsung at the end of last year that showcases the highlights of this approach: built-in game and movie streaming, live TV, and refined menus with TV-like picture settings. While I wasn't huge on the integration in that display, there's natural appeal for anyone that needs their monitor to serve double duty. Students in dorm rooms and gamers in small spaces should find a lot to enjoy in this current crop of smart monitors. Curved Monitor FAQsAre curved monitors better for gaming?Many gamers think so, though this is in the eye of the beholder. In my experience, gentler curves are less perceptible and are more about the overall look of the monitor rather than practical impact. The influence of the monitor's curvature also depends on the size of the display. On smaller monitors, it's less noticeable, but on ultrawide gaming monitors, it can occupy more of your field of view and help create the effect of being drawn into the center of your screen. In terms of performance and responsiveness, a monitor's curve doesn't have an impact.What is 800R, 1500R, and 1800R?These numbers indicate the radius of the curvature on a gaming monitor. A lower radius indicates a deeper curve, whereas a higher radius is shallower. 1500R and 1800R curvatures are very gentle. 800R and 1000R, however, feel exceptionally curved and extend further into your peripheral vision. A very deep curve can be a gateway to immersion but can slightly warp text and objects that appear on the screen. This usually isn't very profound, and many gamers get used to it over time, yet if you do a lot of writing or are sensitive to this it can be distracting. I recommend leaving the deepest curves for gaming alone and opting for something a bit gentler for mixed use.Are curved monitors good for work?The answer to this question depends on the radius of the curve and the type of work that you'll be doing. Generally speaking, 1500R and 1800R curves are good for just about everything as their curvature is very mild. As mentioned in the previous answer, very deep curves usually aren't the best if you're doing a lot of typing or spreadsheet work due to the warping that can occur. A curved ultrawide monitor can be a big asset for video editors and other creatives that use timelines in their work. Since these displays offer more horizontal space, you're able to view more of your timeline at any given time, and many people find this increases their efficiency. Outside of this use case and limited others, curved gaming monitors do not typically offer clear benefits compared to flat displays.Where to Get the Best Curved Gaming Monitors in the UK AOC C27G2214.97 at Amazon Asus TUF Gaming VG34VQEL1A615.99 at AmazonBest Curved G-Sync Gaming Monitor LG UltraGear 34GP950G-B1,199.95 at OverclockersBest Curved FreeSync Gaming Monitor MSI Optix MAG342CQRV509.00 at AmazonBest G-Sync Compatible Curved Gaming Monitor Asus TUF Gaming VG35VQBest G-Sync Compatible Curved Gaming Monitor712.15 at ArgosBest Ultra-Ultrawide Curved Gaming Monitor Samsung Odyssey G9Best Ultra-Ultrawide Curved Gaming Monitor1,199.00 at AmazonBest Curved Gaming Monitor for Esports MSI Optix MAG301CR2369.95 at AmazonSamsung Odyssey Neo G91,749.00 at SamsungChris Coke has been a regular contributor to IGN since 2019 and has been covering games and technology since 2013. He has covered tech ranging from gaming controllers to graphics cards, gaming chairs and gaming monitors, headphones, IEMs, and more for sites across the web. He currently specializes in gaming monitors, laptops, and chairs for IGN. Find Chris on Twitter @gamebynight.
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  • Best Laser Cutters and Engravers of 2025
    www.cnet.com
    Our Picks Best overall laser cutter xTool P2 View details $4,299 at xTool View details Best in-office laser cutter Glowforge Aura View details $1,199 at Amazon View details Best laser cutter for metal and stone xTool F1 Ultra View details $3,900 at xTool View details Best portable laser etcher xTool F1 View details $1,599 at xTool View details Best small-scale CO2 laser cutter Flux Beamo View details $1,995 at Amazon View details Best laser engraver for schools WeCreat Vision View details $1,300 at Amazon View details Best diode laser cutter xTool S1 View details $2,300 at xTool View details Best walled garden laser cutter Glowforge Pro View details $5,999 at Amazon View details 3D PRINTER DEALS OF THE WEEK Creality K1C 3D Printer (2024 Model): $559 (save $40) Flashforge Adventurer 5M 3D Printer With Fully Auto Leveling: $279 (save $200) Anycubic Kobra 2 Plus 3D Printer With Auto-Leveling: $350 (save $101) Qidi Max 3 High-Speed 3D Printer With Fully Auto Leveling: $799 (save $100) Elegoo Neptune 4 Plus 3D Printer: $350 (save $70) Deals are selected by the CNET Group commerce team, and may be unrelated to this article. Russell Holly/CNETLately, it seems like more and more people have been delving into their creative sides, and new products are arriving to scratch that creative itch every day. Machines like 3D printers, vinyl cutters and laser cutters are now available at prices to fit just about any pocketbook, and they allow people to bring their creations to life in new and interesting ways. If you have the right materials and machines, you can even turn a profit on stores like Etsy, TikTok and Shopify. I've used laser cutters for years to create anything from small dog tags to leather patches for caps. Each laser engraver I use has various pros and cons, so along with my CNET colleague Russell Holly, I've developed testing criteria to assess the best laser cutters.What's the best laser cutter?The xTool P2 is our top pick for the best laser cutter. It isn't the cheapest laser cutter around, but with a host of amazing accessories, fantastic software, and a cutting size and speed that are hard to ignore, it takes the crown from the Glowforge Pro, but just barely. It's huge, so make sure you have room in your workshop to house it. If you are looking for a smaller craft laser, then the Glowforge Aura is great for small projects.You may notice that there are no open laser engravers on this list. After testing several I find them too dangerous for the average user. They could be good for commercial spaces, but having an open laser in a garage is too dangerous to recommend. An enclosed laser beam is far less likely to catch the material on fire.Best laser cutters of 2025 Photo Gallery 1/1 $4,299 at xTool Pros Huge cutting surface Powerful laser Lots of great accessories Excellent software Cons Priced for businesses Massive footprint Laser type CO2Power (wats) 55Max cutting area 498 x 319mmPrice $$$$ Exhaust/enclosure Enclosed with active exhaust $4,299 at xTool The xTool P2 is the complete package for fast, powerful laser cutting at home or in a small workshop. With a full suite of accessories that let you cut 3-meter-long materials and round tumblers and glasses, the P2 can cut or etch any material you could hope for, including glass and transparent acrylic. The software is excellent and can help you design your creations to better fit your cutting needs. The camera works well to help you align your materials, but be careful when working near the edge of the camera limits, because the fisheye distorts a little. This bundle comes with some materials to get you started and a fire safety system to give you peace of mind.Read our xTool P2 review. The Glowforge Aura is the company's first consumer laser cutter aimed at the entry-level market. It's smaller than the other models, with a less powerful laser, but it works amazingly well on smaller projects. We've made beautiful carvings, etchings and other laser-cut projects on the aura, and all of them have been excellent.Read more: Hands-on with the Glowforge Aura $3,900 at xTool Like the original F1, the F1 Ultra has brought me no end of fun while I've been testing it. There is something special about carving a 3D depth map into a coin, a slate coaster or even a rock from your garden that is hard to match with a standard laser. The F1 Ultra is a mixed laser with a blue diode for standard cutting and engraving and a fiber laser for 3D carving. The F1 Ultra is slightly bigger than the F1 and has the same accessories -- like the rotary system and fluted work surface -- as the F1 too. The best accessory is the conveyor belt, which can be used with the built-in software smarts to engrave batches of the same pattern, so if you need to make 100 more keychains at a convention, you can quickly and easily.
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  • Feds arrest man for sharing DVD rip of Spider-Man movie with millions online | Accused DVD thief faces up to 15 years for online piracy if convicted.
    arstechnica.com
    Seen this movie before? Feds arrest man for sharing DVD rip of Spider-Man movie with millions online Accused DVD thief faces up to 15 years for online piracy if convicted. Ashley Belanger Mar 7, 2025 4:48 pm | 90 Spider-Man (Tom Holland), aka Peter Parker, has spider-related abilities that should help him achieve healthy aging. Credit: Marvel Studios Spider-Man (Tom Holland), aka Peter Parker, has spider-related abilities that should help him achieve healthy aging. Credit: Marvel Studios Story textSizeSmallStandardLargeWidth *StandardWideLinksStandardOrange* Subscribers only Learn moreA 37-year-old Tennessee man was arrested Thursday, accused of stealing Blu-rays and DVDs from a manufacturing and distribution company used by major movie studios and sharing them online before the movies' scheduled release dates.According to a US Department of Justice press release, Steven Hale worked at the DVD company and allegedly stole "numerous 'pre-release' DVDs and Blu-rays" between February 2021 and March 2022. He then allegedly "ripped" the movies, "bypassing encryption that prevents unauthorized copying" and shared copies widely online. He also supposedly sold the actual stolen discs on e-commerce sites, the DOJ alleged.Hale has been charged with "two counts of criminal copyright infringement and one count of interstate transportation of stolen goods," the DOJ said. He faces a maximum sentence of five years for the former, and 10 years for the latter.Among blockbuster movies that Hale is accused of stealing are Dune, F9: The Fast Saga, Venom: Let There Be Carnage, Godzilla v. Kong, and, perhaps most notably, Spider-Man: No Way Home.The DOJ claimed that "copies of Spider-Man: No Way Home were downloaded tens of millions of times, with an estimated loss to the copyright owner of tens of millions of dollars."In 2021, when the Spider-Man movie was released in theaters only, it became the first movie during the COVID-19 pandemic to gross more than $1 billion at the box office, Forbes noted. But for those unwilling to venture out to see the movie, Forbes reported, the temptation to find leaks and torrents apparently became hard to resist. It was in this climate that Hale is accused of widely sharing copies of the movie before it was released online.But Hale wasn't the only one feeding movie fans hungry for downloads of the film. After the Spider-Man movie's release, Comic Book Movies noted that bootlegs were everywhere online.Soon it became dangerous to download the movie, though, as popular demand for the movie quickly put a target on downloaders' backs and scammers soon planted malware in Spider-Man movie torrents that ReasonLabs reported used the movie to "lure in as many victims as possible."ReasonLabs said that the malware was "likely from a Russian torrenting site." It took over the would-be Spider-Man movie watchers' computers without setting off Windows Defender and with the goal of cryptomining in the background for the bad actors' benefit.Movie studios are likely pleased that potentially one bad actor has been charged with ripping their Marvel movie and others when the movie theater industry was recovering from early pandemic shutdowns and lulls in attendance.It was also a hard fight to get the Spider-Man movie, in particular, on the big screen. When Spider-Man: No Way Home was released, Marvel struck a deal with the estate of Spider-Man co-creator Steve Ditko to settle several copyright disputes over who owns the rights to the character and others in the Marvel universe, Fortune reported That settlement allowed for Spider-Man: No Way Home's release, which seemed to mark a return to big box office earnings for studios, despite the rampant piracy.Ashley BelangerSenior Policy ReporterAshley BelangerSenior Policy Reporter Ashley is a senior policy reporter for Ars Technica, dedicated to tracking social impacts of emerging policies and new technologies. She is a Chicago-based journalist with 20 years of experience. 90 Comments
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  • NYT Strands Today: Hints And Answers For Sunday, March 9
    www.forbes.com
    StrandsNew York TimesLooking for Saturdays Strands hints, spangram and answers? You can find them here:New Strands for the weekend here and some pet owners may find it easier than some of the others.How To Play StrandsThe New York Times Strands puzzle is a play on the classic word search. Its in beta for now, which means itll only stick around if enough people play it every day.Theres a new game of Strands to play every day. The game will present you with a six by eight grid of letters. The aim is to find a group of words that have something in common, and youll get a clue as to what that theme is. When you find a theme word, it will remain highlighted in blue.Youll also need to find a special word called a spangram. This tells you what the words have in common. The spangram links two opposite sides of the board. While the theme words will not be a proper name, the spangram can be a proper name. When you find the spangram, it will remain highlighted in yellow.Be warned: Youll need to be on your toes.Some themes are fill-in-the-blank phrases. They may also be steps in a process, items that all belong to the same category, synonyms or homophones, The New York Times notes. Just as she varies the difficulty of Wordle puzzles within a week, [Wordle and Strands editor Tracy]What Is Todays Strands Hint?NYT hint comes first followed by one that I will invent on my own. Here is the NYT hint first:Kitty CornerMine is:Feline FrenzyThis may be a little misleading? Well see.What Are Todays Strands Answers?We will start with the spangram and the full list of answers will be below that. Here is the spangram:CATBEHAVIORAnd where you find it:StrandsNYTAnd the full answer list:SNUGGLEPURRSWATHISSBLINKSTRETCHPOUNCEStrandsNYTAt first I thought this was going to be different breeds of cats but I figured out pretty quickly that it was not. I was a little surprised to not see meow on the list here, but I guess you cant do everything. But blink? That one seemed a bit odd and not like its cat-specific or anything, but I guess they ran out of five letter words.Follow me , and .Pick up my sci-fi novels the and
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