Cloud security teams are caught in an endless cycle. Every day, they sift through alerts, investigate misconfigurations, and analyze theoretical risks. Stymied by information-processing, their nemesis – hackers – don’t wait. Cy

The opinion section has become a particular obsession for Bezos.

Google Play launches a special experience in Roblox with special rewards for its Play Points members, called Diamond District.

ChatGPT just got two major upgrades that could make your work life easier.

If the (hang on, let me count) 16 different Lego sets in my office alone are any indication, then PC gamers and Lego fans have a big overlap in the middle of their Venn diagram. Alienware knows this, and has released an official, adorable set that lets you recreate an Area 51 gaming desktop in miniature. According to the promotional page, the set is made of authentic Lego bricks. I assume the company is sourcing them wholesale, since the packaging doesn’t have any Lego logos on the box. It’s 5.3 inches (13.2 centimeters) long and contains 318 bricks. But it’s a pretty cool little kit, replicating the exterior features of the case and a nicely detailed rear panel, with a transparent window showing off the motherboard, CPU, GPU, and even some tiny round pieces that stand in for cooling fans. There are even some piping elements that show off liquid cooler lines going to the “radiator.” Dell If you want one, you’ll need to engage in a little band loyalty. The Dell subsidiary isn’t selling the kit on its own, instead exchanging it for 3500 Alienware Reward Points (ARP). You can earn ARP by installing the Alienware Arena app and competing in various challenges and community activities. It doesn’t look fun, frankly, and I’d rather just send Dell $30 for a teeny-tiny gaming desktop kit. Alternately, if you’ve got a shoebox full of spare Lego parts like I do, you could just throw together your own. There are plenty of examples to choose from out there.

Belkin is officially breaking into the gaming accessories space with the launch of a new product portfolio designed specifically for the Nintendo Switch 2. Belkin is launching the accessories on the launch day for Nintendo’s newest hybrid game console, and all of the products are officially licensed to work with the Switch 2. If I were Nintendo, I would be happy about Belkin’s entry into this market as it validates the opportunity. The products include a Nintendo Switch 2 Charging Case, which combines protection and power with a built-in 10K battery, keeping your device charged and ready for seamless gaming on the go.  Belkin also has a new Nintendo Travel Case. It blends portability, premium protection, and sleek style for gamers on the go.  The company has also created its TemperedGlass Anti-Reflective Screen Protector for Switch 2. It offers durable, smudge-resistant protection with reduced glare for clearer visibility indoors and out.  A gaming power bank from Belkin. And Belkin has a TemperedGlass Blue Light Screen Protector for Switch 2. This delivers durable, smudge-resistant protection while reducing blue light for greater clarity and eye comfort during long gaming sessions. Logan Olson, director of Future Ventures at Belkin, said in an interview with GamesBeat that his group within Belkin is just a couple of years old. (Belkin itself has been around since 1983). And the company created the group to take it into new markets for accessories such as gaming. Belkin has an anti-reflective protector for the Switch 2. “This segment of Belkin is extremely strategic,” Olson said. “Its purpose is to really expand Belkin into new categories. So new product categories, new completely different business models, as well as new partnerships. Now we’re delivering on the organization’s promise.” Olson said gaming is a natural fit for Belkin as it is known for its charging devices, protection, quality, sustainability and more — and it wants to bring into gaming, he said. (Belkin was in gaming back in the early 2000s with the release of a gaming mouse). “Of course, there’s PC gaming, console gaming, mobile gaming. But what really makes sense with mobile console gaming is Nintendo, which with the Switch One created this category. Nintendo has sold more than 150 million Switch devices since 2017, and now it’s finally launching the Switch 2. “Mobile console gaming is just that natural progression from where we are in the mobile phone space and the demographics of the category,” he said. “Unlike PC gaming and regular console gaming, it’s 50-50 male/female, which is fantastic. It’s unique to this category in gaming. As the Switch grew as a market, it really started to make sense for us.” Belkin Switch 2 accessories. Nintendo also spans the generations, hitting everyone from GenAlpha to Boomers. Belkin targeted pain points — like the risk of having a bigger screen scratched, or running out of batteries on the road. The aim was to provide quality, elevated accessories that people would be proud to show off. “Our intent is to elevate the entire Switch accessory market. We want to set a new standard, a new bar of quality,” Olson said. The Switch 2 power challenge is a big one because it draws more power than a smartphone and is more like an iPad in that respect. The battery life is about the same, but people want to play their games longer these days, Olson said. That’s where the charger adds value. Belkin has also built charging into its case for the Switch 2, so people can charge it inside the bag. It comes in three colors, and it has a net for storage and a place to put game cards. The 10,000 milliamp power bank is integrated into the bag, with 20 watts of fast charging. The Switch 2 has a USB-C charging port, so a number of Belkin charging products will work with it. Belkin’s new charging case lets you charge the Switch 2 while you play. The charger supports tabletop mode, where you can charge while gaming. Belkin noted that 55% of Switch players play in handheld mode. The price is expected to be $70, which is still subject to changes if tariffs take effect. Special firmware in the charger regulates the charging temperature, which can’t get too hot inside a storage case. You can put an Air Tag in the case to make sure you can find it. In terms of the size, it’s like a clutch to carry around. Meanwhile, the travel bag will be about $30. As for screen protection, Belkin has long had products in Apple Stores to protect phone and tablet screens. Now you can get a Switch 2 screen protector ($30 which come in packs of two or four. It makes the screen more scratch resistant and better for the environment as it is made from recycled glass. It’s also anti-reflective, which allows you to play games on the Switch 2 in the outdoors. That makes the device more mobile in direct sunlight.Belkin is also releasing a screen protector that can filter out Blue Light ($25), so people can play at night and not have to worry the light will cause them to stay up longer. Olson said that Belkin reached carbon neutrality this year with its products and is incorporating responsibly sourced materials in its products. “Screen protection so interesting because the amount of engineering and just science that has to go into it is insane. So all the way from the glass material itself and what you choose there, and then down to the glue and what you choose there, and down to what is on screen here the UX — all of that is meticulously engineered, tested, re engineered, retested,” Olson said.

"Madden NFL 26 delivers new AI-driven systems, explosive gameplay, and authentic NFL atmospheres, each ‘Built from Sundays’ to produce the realest Madden to date.” REDWOOD CITY, Calif.--(BUSINESS WIRE)-- Electronic Arts Inc. (NASDAQ: EA) and EA SPORTS™ today unveiled EA SPORTS™ Madden NFL 26, launching worldwide on August 14, 2025, for PlayStation®5, Xbox Series X|S, Nintendo Switch 2, and PC via EA app for Windows, Steam, and Epic Games Store. Powered by a new AI-driven machine learning system trained on nearly a decade of real NFL data, Madden NFL 26 introduces QB DNA and Coach DNA, delivering authentic quarterback behaviors and adaptive coaching strategies. Madden NFL 26 is “Built from Sundays” to produce the realest Madden to date through AI-driven systems, explosive gameplay, and authentic NFL atmospheres.Justin Jefferson's authentic pre-game runout embodies team-specific NFL atmospheres coming to life in Madden NFL 26.“Madden NFL 26 represents a leap forward in delivering the authenticity and control our players crave,” said Daryl Holt, SVP and Group GM, EA SPORTS. “QB DNA and Coach DNA, combined with explosive movement and physics-based interactions, create the most lifelike NFL experience yet. With deeper modes and true-to-life presentation, Madden NFL 26 delivers an NFL experience that’s as close to the real thing as it gets.”Madden NFL 26 gameplay redefines NFL simulation with cutting-edge features powered by advanced physics and AI-powered machine learning systems:Coach DNA: Coaches employ real philosophies, backed by nearly a decade of NFL data, with styles like Dan Campbell's aggressive fourth-down calls and Kevin O'Connell's creative offense, adding strategic depth. Dynamic coach suggestions and multi-player counters provide smart play recommendations based on game situations and opponent tendencies, countering repetitive tactics.QB DNA: The most iconic position in sports comes to life with signature throwing motions, pocket presence, scrambling styles, authentic arm slots and more. An All-New traits system powers authentic behavior like you see every Sunday, from Josh Allen’s powerful arm to Lamar Jackson’s agile evasions. This is the most lifelike quarterback experience in franchise history.Explosive NFL Movement: Captures the league’s unmatched athleticism, letting you feel the raw power and precision of every burst. From game-changing cuts to electrifying runs, you create the impact that defines Sunday’s Superstars, putting you in control of gamechanging NFL speed.Physics Expansion: Physics-based interactions, including catch tackles, stiff-arms, and trucks, deliver authentic contact outcomes, while new mechanics like Custom Defensive Zones along with new knockouts and swats take pass coverage to a whole new level.Football Weather: Extreme weather impacts gameplay, with snow, fog, and wet conditions affecting visibility, movement, stamina, and ball security making weather an adversary just like Buffalo and Cleveland in January.Foundational Football: New mechanics, including Adaptive Coverage, enhanced D-line Stunts & Twists, and block steering, provide unparalleled realism across offense, defense, and special teams.Madden NFL 26 introduces a refreshed feature set that immerses players in the heart of the NFL, with deepened modes and engaging live content throughout the year:Presentation: Authentic NFL atmospheres come to life with team-specific run-outs, iconic crowd chants like Minnesota’s Skol, and Baltimore’s electrifying pre-game light show. Dynamic halftime shows, hosted by new addition Scott Hanson, and custom broadcast packages—now featuring primetime slots for Monday, Thursday and Sunday night matchups—produce a distinct look, sound and feel.Franchise: Build your legacy in style with new archetypes and gear for your custom coach or start from a real NFL coach. New features such as playsheets, Wear & Tear and Approval Ratings make every week a unique challenge. Scott Hanson's Weekly Recaps and Rich Eisen's commentary highlight a long list of upgrades to the fan favorite mode.Superstar: Import your EA SPORTS™ College Football 26 player or craft a new avatar, to progress through weekly storylines, master the Sphere of Influence system and achieve 99 OVR - all while balancing Wear & Tear and competing in live events.Madden Ultimate Team™: Build your dream roster with NFL legends and stars, tackle new dynamic MUT Events, and rise through 50-player Leaderboard Campaigns. NFL Team Pass delivers team-specific rewards across online modes, keeping programs fresh and offering ever-evolving ways to play with every new program.Roster Management: Strategically develop your roster to fit your scheme with modern Depth Chart positions including edge, long snapper, gadget players and more. Manage weekly performance with the new Wear and Tear system and Dynamic Substitutions.Fans who pre-order* the Madden NFL 26 Deluxe Edition by July 24 will receive perks including 3-day early access, 4600 Madden Points, an Elite Player Item, and more. The EA SPORTS™ MVP Bundle includes deluxe editions of Madden NFL 26 and EA SPORTS™ College Football 26, with additional rewards across both titles*.EA Play members will get a 10-hour Early Access Trial starting August 11th†. EA Play Pro members will enjoy unlimited access to the EA Play Pro Edition† of the game, and get up to 6,000 Madden Points, Player and Strategy Items and more. All EA Play members can score rewards such as monthly Ultimate Team™ Packs, as well as receive 10% off Electronic Arts digital content including game downloads, Season Passes, and DLC for certain titles.Stay tuned for more Madden NFL 26 details on the official Madden NFL website and social media (Instagram, X, TikTok, and YouTube).*Conditions & restrictions apply. See https://www.ea.com/games/madden-nfl/madden-nfl-26/legal-disclaimers for details. †Conditions, limitations and exclusions apply. See EA Play Terms for details.For Madden NFL 26 assets, visit: EAPressPortal.com.Madden NFL 26 is developed in Orlando, Florida and Madrid, Spain by EA SPORTS and will be available worldwide August 14 for Xbox Series X|S, PlayStation 5, Nintendo Switch 2, and PC via EA app for Windows, Steam, Epic Games StoreAbout Electronic ArtsElectronic Arts (NASDAQ: EA) is a global leader in digital interactive entertainment. The Company develops and delivers games, content and online services for Internet-connected consoles, mobile devices and personal computers.In fiscal year 2025, EA posted GAAP net revenue of approximately $7.5 billion. Headquartered in Redwood City, California, EA is recognized for a portfolio of critically acclaimed, high-quality brands such as EA SPORTS FC™, Battlefield™, Apex Legends™, The Sims™, EA SPORTS™ Madden NFL, EA SPORTS™ College Football, Need for Speed™, Dragon Age™, Titanfall™, Plants vs. Zombies™ and EA SPORTS F1®. More information about EA is available at www.ea.com/news.EA, EA SPORTS, EA SPORTS FC, Battlefield, Need for Speed, Apex Legends, The Sims, Dragon Age, Titanfall, and Plants vs. Zombies are trademarks of Electronic Arts Inc. John Madden, NFL, and F1 are the property of their respective owners and used with permission.Category: EA Sports Erin Exum Director, Integrated Comms [email protected] Source: Electronic Arts Inc.

Every few weeks, it seems like there’s a new headline about a lawyer getting in trouble for submitting filings containing, in the words of one judge, “bogus AI-generated research.” The details vary, but the throughline is the same: an attorney turns to a large language model (LLM) like ChatGPT to help them with legal research (or worse, writing), the LLM hallucinates cases that don’t exist, and the lawyer is none the wiser until the judge or opposing counsel points out their mistake. In some cases, including an aviation lawsuit from 2023, attorneys have had to pay fines for submitting filings with AI-generated hallucinations. So why haven’t they stopped?The answer mostly comes down to time crunches, and the way AI has crept into nearly every profession. Legal research databases like LexisNexis and Westlaw have AI integrations now. For lawyers juggling big caseloads, AI can seem like an incredibly efficient assistant. Most lawyers aren’t necessarily using ChatGPT to write their filings, but they are increasingly using it and other LLMs for research. Yet many of these lawyers, like much of the public, don’t understand exactly what LLMs are or how they work. One attorney who was sanctioned in 2023 said he thought ChatGPT was a “super search engine.” It took submitting a filing with fake citations to reveal that it’s more like a random-phrase generator — one that could give you either correct information or convincingly phrased nonsense.Andrew Perlman, the dean of Suffolk University Law School, argues many lawyers are using AI tools without incident, and the ones who get caught with fake citations are outliers. “I think that what we’re seeing now — although these problems of hallucination are real, and lawyers have to take it very seriously and be careful about it — doesn’t mean that these tools don’t have enormous possible benefits and use cases for the delivery of legal services,” Perlman said. Legal databases and research systems like Westlaw are incorporating AI services.In fact, 63 percent of lawyers surveyed by Thomson Reuters in 2024 said they’ve used AI in the past, and 12 percent said they use it regularly. Respondents said they use AI to write summaries of case law and to research “case law, statutes, forms or sample language for orders.” The attorneys surveyed by Thomson Reuters see it as a time-saving tool, and half of those surveyed said “exploring the potential for implementing AI” at work is their highest priority. “The role of a good lawyer is as a ‘trusted advisor’ not as a producer of documents,” one respondent said. But as plenty of recent examples have shown, the documents produced by AI aren’t always accurate, and in some cases aren’t real at all.RelatedIn one recent high-profile case, lawyers for journalist Tim Burke, who was arrested for publishing unaired Fox News footage in 2024, submitted a motion to dismiss the case against him on First Amendment grounds. After discovering that the filing included “significant misrepresentations and misquotations of supposedly pertinent case law and history,” Judge Kathryn Kimball Mizelle, of Florida’s middle district, ordered the motion to be stricken from the case record. Mizelle found nine hallucinations in the document, according to the Tampa Bay Times.Mizelle ultimately let Burke’s lawyers, Mark Rasch and Michael Maddux, submit a new motion. In a separate filing explaining the mistakes, Rasch wrote that he “assumes sole and exclusive responsibility for these errors.” Rasch said he used the “deep research” feature on ChatGPT pro, which The Verge has previously tested with mixed results, as well as Westlaw’s AI feature.Rasch isn’t alone. Lawyers representing Anthropic recently admitted to using the company’s Claude AI to help write an expert witness declaration submitted as part of the copyright infringement lawsuit brought against Anthropic by music publishers. That filing included a citation with an “inaccurate title and inaccurate authors.” Last December, misinformation expert Jeff Hancock admitted he used ChatGPT to help organize citations in a declaration he submitted in support of a Minnesota law regulating deepfake use. Hancock’s filing included “two citation errors, popularly referred to as ‘hallucinations,’” and incorrectly listed authors for another citation. These documents do, in fact, matter — at least in the eyes of judges. In a recent case, a California judge presiding over a case against State Farm was initially swayed by arguments in a brief, only to find that the case law cited was completely made up. “I read their brief, was persuaded (or at least intrigued) by the authorities that they cited, and looked up the decisions to learn more about them – only to find that they didn’t exist,” Judge Michael Wilner wrote.Perlman said there are several less risky ways lawyers use generative AI in their work, including finding information in large tranches of discovery documents, reviewing briefs or filings, and brainstorming possible arguments or possible opposing views. “I think in almost every task, there are ways in which generative AI can be useful — not a substitute for lawyers’ judgment, not a substitute for the expertise that lawyers bring to the table, but in order to supplement what lawyers do and enable them to do their work better, faster, and cheaper,” Perlman said.But like anyone using AI tools, lawyers who rely on them to help with legal research and writing need to be careful to check the work they produce, Perlman said. Part of the problem is that attorneys often find themselves short on time — an issue he says existed before LLMs came into the picture. “Even before the emergence of generative AI, lawyers would file documents with citations that didn’t really address the issue that they claimed to be addressing,” Perlman said. “It was just a different kind of problem. Sometimes when lawyers are rushed, they insert citations, they don’t properly check them; they don’t really see if the case has been overturned or overruled.” (That said, the cases do at least typically exist.)Another, more insidious problem is the fact that attorneys — like others who use LLMs to help with research and writing — are too trusting of what AI produces. “I think many people are lulled into a sense of comfort with the output, because it appears at first glance to be so well crafted,” Perlman said.Alexander Kolodin, an election lawyer and Republican state representative in Arizona, said he treats ChatGPT as a junior-level associate. He’s also used ChatGPT to help write legislation. In 2024, he included AI text in part of a bill on deepfakes, having the LLM provide the “baseline definition” of what deepfakes are and then “I, the human, added in the protections for human rights, things like that it excludes comedy, satire, criticism, artistic expression, that kind of stuff,” Kolodin told The Guardian at the time. Kolodin said he “may have” discussed his use of ChatGPT with the bill’s main Democratic cosponsor but otherwise wanted it to be “an Easter egg” in the bill. The bill passed into law. Kolodin — who was sanctioned by the Arizona State Bar in 2020 for his involvement in lawsuits challenging the result of the 2020 election — has also used ChatGPT to write first drafts of amendments, and told The Verge he uses it for legal research as well. To avoid the hallucination problem, he said, he just checks the citations to make sure they’re real.“You don’t just typically send out a junior associate’s work product without checking the citations,” said Kolodin. “It’s not just machines that hallucinate; a junior associate could read the case wrong, it doesn’t really stand for the proposition cited anyway, whatever. You still have to cite-check it, but you have to do that with an associate anyway, unless they were pretty experienced.”Kolodin said he uses both ChatGPT’s pro “deep research” tool and the LexisNexis AI tool. Like Westlaw, LexisNexis is a legal research tool primarily used by attorneys. Kolodin said that in his experience, it has a higher hallucination rate than ChatGPT, which he says has “gone down substantially over the past year.” AI use among lawyers has become so prevalent that in 2024, the American Bar Association issued its first guidance on attorneys’ use of LLMs and other AI tools. Lawyers who use AI tools “have a duty of competence, including maintaining relevant technological competence, which requires an understanding of the evolving nature” of generative AI, the opinion reads. The guidance advises lawyers to “acquire a general understanding of the benefits and risks of the GAI tools” they use — or, in other words, to not assume that an LLM is a “super search engine.” Attorneys should also weigh the confidentiality risks of inputting information relating to their cases into LLMs and consider whether to tell their clients about their use of LLMs and other AI tools, it states.Perlman is bullish on lawyers’ use of AI. “I do think that generative AI is going to be the most impactful technology the legal profession has ever seen and that lawyers will be expected to use these tools in the future,” he said. “I think that at some point, we will stop worrying about the competence of lawyers who use these tools and start worrying about the competence of lawyers who don’t.”Others, including one of the judges who sanctioned lawyers for submitting a filing full of AI-generated hallucinations, are more skeptical. “Even with recent advances,” Wilner wrote, “no reasonably competent attorney should out-source research and writing to this technology — particularly without any attempt to verify the accuracy of that material.”See More:

In this Q&A, get a glimpse into the future of artificial intelligence (AI) and computer vision through the lens of longtime Unity user Gerard Espona, whose robot digital twin project was featured in the Made with Unity: AI series. Working as simulation lead at Luxonis, whose core technology makes it possible to embed human-level perception into robotics, Espona uses his years of experience in the industry to weigh in on the current state and anticipated progression of computer vision.During recent years, computer vision (CV) and AI have become the fastest-growing fields both in market size and industry adoption rate. Spatial CV and edge AI have been used to improve and automate repetitive tasks as well as complex processes.This new reality is thanks to the democratization of CV/AI. Increasingly affordable hardware access, including depth perception capability as well as improvements in machine learning (ML), has enabled the deployment of real solutions on edge CV/AI systems.Spatial CV using edge AI enables depth-based applications to be deployed without the need of a data center service, and also allows the user to preserve privacy by processing images on the device itself.Along with more accessible hardware, software and machine learning workflows are undergoing important improvements. Although they are still very specialized and full of technical challenges, they have become much more accessible, offering tools that allow users to train their own models.Within the standard ML pipeline/workflow, large-scale edge computing and deployment can still pose issues. One of the biggest general challenges is to reduce the costs and timelines currently required to create and/or improve machine learning models on real-world applications. In other words, the challenge is how to manage all these devices to enable a smooth pipeline for continuous improvement.Also, the implicit limitations in terms of compute processing need extra effort on the final model deployed on the device (that is, apps need to be lightweight, performant, etc.). That said, embedded technology evolves really fast, and each iteration is a big leap in processing capabilities.Spatial CV/AI is a field that still requires a lot of specialization and systems. Workflows are often complicated and tedious due to numerous technical challenges, so a lot of time is devoted to smoothing out the workflow instead of focusing on value-added tasks.Creating datasets (collecting and filtering images and videos), annotating the images, preprocessing/augmentation process, training, deploying and closing the feedback loop for continuous improvement is a complex process. Each step of the workflow is technically difficult and usually involves time and financial cost, and more so for systems working in remote areas with limited connectivity.At Luxonis, we help our customers build and deploy solutions to solve and automate complex tasks at scale, so we’re facing all these issues directly. Our mission, “Robotic vision made simple,” provides not only great and affordable depth-capable hardware, but also a solid and smooth ML pipeline with synthetic datasets and simulation.Another important challenge is the work that needs to be done on the interpretability of models and the creation of datasets from an ethical, privacy and bias point of view.Last but not least, global chip supply issues are making it difficult to get the hardware into everybody’s hands.Data-centric AI is potentially useful when a working model is underperforming. Investing a large amount of time to optimize the model often leads to almost zero real improvement. Instead, with data-centric AI the investment is in analysis, cleaning and improving of the dataset.Usually when a model is underperforming, the issue is within the dataset itself, as there is not enough data for the model to outperform. This could be the result of two possible reasons: 1) the model needs a much larger amount of data, which is difficult to collect in the real world, or 2) the model doesn’t have enough examples of rare cases, which take a lot of time to happen in the real world.In both situations, synthetic datasets could help.Thanks to Unity’s computer vision tools, it is very easy to create photorealistic scenes and randomize elements like materials, light conditions and object placement. The tools come with common labels like 2D bounding boxes, 3D bounding boxes, semantic and instance segmentation, and even human body key points. Additionally, these can be easily extended with custom randomizers, labelers and annotations.Almost any task you want to automate or improve using edge CV/AI very likely involves detecting people for obvious safety and security reasons. It’s critical to guarantee user safety around autonomous systems or robots when they’re working, requiring models to be trained on data about humans.That means we need to capture a large amount of images, including information like poses and physical appearance, that are representative of the entire human population. This task raises some concerns about privacy, ethics and bias when starting to capture real human data to train the model.Fortunately, we can use synthetic datasets to mitigate some of these concerns using human 3D models and poses. A very good example is the work done by the Unity team with PeopleSansPeople.PeopleSansPeople is a human-centric synthetic dataset creator using 3D models and standard animations to randomize human body poses. Also, we can use a Unity project template, to which we add our own 3D models and poses to create our own human synthetic dataset.At Luxonis, we’re using this project as the basis for creating our own human synthetic dataset and training models. In general, we use Unity’s computer vision tools to create large and complex datasets with a high level of customization on labelers, annotations and randomizations. This allows our ML team to iterate faster with our customers, without needing to wait for real-world data collection and manual annotation.Since the introduction of transformer architecture, CV tasks are more accessible. Generative models like DALL-E 2 could also be used to create synthetic datasets, and NeRF as a neural approach to generate novel point of views of known objects and scenes. It’s clear all these innovations are catching the attention of audiences.On the other hand, having access to better annotation tools and model zoos and libraries with pre-trained, ready-to-use models are helping drive wide adoption.One key element contributing to the uptick in computer vision use is the fast evolution of vision processing units (VPUs) that currently allow users to perform model inferences on device (without the need for any host) at 4 TOPS of processing power (current Intel Movidius Myriad X). The new generation of VPUs promises a big leap in capabilities, allowing even more complex CV/AI applications to be deployed on edge.Any application related to agriculture and farming always captures my attention. For example, there is now a cow tracking and monitoring CV/AI application using drones.Our thanks to Gerard for sharing his perspective with us – keep up with his latest thoughts on LinkedIn and Twitter. And, learn more about how Unity can help your team generate synthetic data to improve computer vision model training with Unity Computer Vision.

Sangral Powered by Friendship™ Member Feb 17, 2022 8,649 From one of the biggest and most dedicated HDR analysis channels out there. Thought that's a big enough topic on its own, because of the analysis, for a separate thread. View: https://www.youtube.com/watch?v=N637VB4FYxg 450 nits maximum peak brightness (personal comparison, Switch OLED without any HDR has 340 nits, an LG C2 TV in HDR has 800 nits, Steam Deck OLED screen has 1000 nits, Samsung Galaxy S24 Ultra 2600 nits.) Games like Zelda Breath of the Wild have raised blacks even in Docked HDR gameplay with a raised black level floor and the game looking washed out HDR docked can be good if games are optimized for it like Cyberpunk, which he refers to being exactly like on PS5 and PC, HDR wise or Fast Fusion as one of the rare games that actually have a good black level floor in HDR   Last edited: 39 minutes ago blueredandgold Member Oct 25, 2017 8,739 Could you please translate for those of us who haven't been able to watch or digest after we saw this posted in the other thread please?   gabdeg Member Oct 26, 2017 7,420 🐝 Sadly what I expected since the moment we learned it was edge-lit LCD. Would've at least expected nigher peak nits though.   Kouriozan Member Oct 25, 2017 25,072 A shame, because Switch 2 is like the first time I'll see HDR, as my old TV isn't compatible :/   Paper Cheese Member Oct 9, 2019 558 I've got to assume this is the sort of thing that most of us hi-fi tech illiterate lot won't notice until they bring out a better screen model in a few years.   Fortinbras Member Oct 27, 2017 2,073 Well that sucks but it's Nintendo...did anyone expect anything different? I'm only going to use it docked so hopefully they can fix the HDR via update.  Universal Acclaim Member Oct 5, 2024 2,482 Not surprised, but not a big issue for me personally.   Antony Member Oct 25, 2017 4,054 Ahhh the obligatory Nintendo Crap Display (Before You Buy a Whole New Model to Get a Decent One) it's positively tradition at this point   Friendly Bear Member Jan 11, 2019 4,162 I Don’t Care Where (Just Far) Even with an edge lit LCD, I was expecting brighter highlights. A lot of the preview event coverage made it sound like the screen was insanely bright, and that's clearly not the case.   NoSpin Member Nov 1, 2017 83 As so often with gaming, I am relieved to have this person to tell me the thing I am enjoying looking at is bad actually. :)   Mivey Member Oct 25, 2017 20,753 Paper Cheese said: I've got to assume this is the sort of thing that most of us hi-fi tech illiterate lot won't notice until they bring out a better screen model in a few years. Click to expand... Click to shrink... the raised blacks on dark content is pretty clear if you play in any kind of darker environment, if you have any kind of OLED screen to compare. Case in point, if you own a Switch 1 OLED, you'll notice the stark differences for certain kinds of content right away. OTOH, if you have been using a launch Switch 1 and never had any issues with how it looks, you'll be fine. Just make sure to stay away from OLED screen, lest you gain the ability to see the differences.   Decarb Member Oct 27, 2017 9,280 HDR on edge-lit LCD is kind of a scam anyway. Kouriozan said: A shame, because Switch 2 is like the first time I'll see HDR, as my old TV isn't compatible :/ Click to expand... Click to shrink... If you have a phone made in last couple of years you've probably seen HDR.   horkrux Member Oct 27, 2017 6,531 Well, kinda expected, so I'm not too bothered by it. Not like you can change it.   Maximo Member Oct 25, 2017 11,041 Nintendo saving that sweet sweet OLED for a refresh.   Buddy Member Oct 25, 2017 1,773 Germany I have mine in my hands right now.... don't know about HDR stuff too much but Mario Kart looks gorgeous on it.   DieH@rd Member Oct 26, 2017 12,083 Decarb said: HDR on edge-lit LCD is kind of a scam anyway. Click to expand... Click to shrink... ^ this.   cw_sasuke Member Oct 27, 2017 30,321 Most of this stuff was clear from the Preview Events, at least DF talked about it. Didn't seem to bother a majority of people playing though. Was pretty much set when it wasn't going to be OLED.  John Frost Member Oct 27, 2017 9,658 Canada Well, that's disappointing..   Milk Prophet of Truth Avenger Oct 25, 2017 4,301 NoSpin said: As so often with gaming, I am relieved to have this person to tell me the thing I am enjoying looking at is bad actually. :) Click to expand... Click to shrink... It's not a personal attack on you. Pointing out objective shortcomings about the technology is a good thing for consumers.   345 Member Oct 30, 2017 10,410 it's about as good as i was expecting. HDR on an LCD basically means "we're actually going to tune content for the screen's color gamut", and it does the job on that level. mario kart does look punchier and more vibrant than it would in SDR while obviously not offering the same contrast as an OLED. dunno who this guy is but if he's really "very disappointed" i'm not sure he knows very much about screens. i'm sure it's just ragebait  JimNastics Member Jan 11, 2018 1,607 345 said: 'm sure it's just ragebait Click to expand... Click to shrink... No way!! :D You could tell just from the thumbnail.  Aleh Member Oct 27, 2017 20,238 "crap display" is a huge exaggeration. Everyone who has actually seen it in person says it looks really good, HDR isn't everything, however disappointing that is.   cw_sasuke Member Oct 27, 2017 30,321 Milk said: It's not a personal attack on you. Pointing out objective shortcomings about the technology is a good thing for consumers. Click to expand... Click to shrink... Seems to be on par what you would get with an LCD. The OG Switch 1 has a bad LCD Screen, the OG Steam Deck has an even worse.....this video is making it seem like Switch 2 Screen is as bad as these screens or even worse. When it seems to be quite solid for an LCD, but in certain areas it can compete with an OLED.  Alex840 Member Oct 31, 2017 5,373 And yet most of the games media doing previews have been like "oh I can barely tell the difference compared to the OLED". Am really sad they took a step back with this, how much more could an OLED screen have cost them?  Universal Acclaim Member Oct 5, 2024 2,482 SDR low brightness in a dark room then   Dranakin Member Oct 27, 2017 2,999 Ooof. Although, I will admit, I probably can't tell between good and bad sceens. I mean, I have the Ayaneo Pocket DMG and everyone says it's an amazing screen. It looks normal to me? Alex840 said: Am really sad they took a step back with this, how much more could an OLED screen have cost them? Click to expand... Click to shrink... An OLED 120hz? The Odin 2 Portal has one (smaller size and without VRR), but I don't have a sense of the component cost.  Kabuki Waq Member Oct 26, 2017 6,034 The screen is a pretty big downgrade from oled but a huge upgrade from the OG. I really miss the perfect blacks. MKW is gorgeous but would have looked so much better on an oled screen  Harmen Member Aug 30, 2023 1,462 The HDR and lifted black should not come as a surprise. But the video doesn't really analyze why it would be below average for an LCD screen? Colours? Pixel response time? For example the original Switch 1 LCD look reaaally bad to me these days, but my Steam Deck LCD screen (similar resolution) looks good to me outside of raised blacks in dark scenes (which I do get used to).   nogoodnamesleft Member Oct 25, 2017 8,605 Yep. I fucking knew it. Knew it was going to be trash. LCD is trash as a standard (yes miniled included with its trash ass pixel response time) Will wait for oled version.  cw_sasuke Member Oct 27, 2017 30,321 Aleh said: "crap display" is a huge exaggeration. Everyone who has actually seen it in person says it looks really good, HDR isn't everything, however disappointing that is. Click to expand... Click to shrink... Focus of the whole channel is HDR. Dude is likely just used to comparing HDR content on very expensive OLED Screens. So HDR bad = everything trash for him. Something that won't be the case for 99% of users out there. Its the single voter issue again, disregarding everything else because of one focus point and expecting every one to feel the same way about it.  Serif Member Oct 31, 2024 410 Alex840 said: Am really sad they took a step back with this, how much more could an OLED screen have cost them? Click to expand... Click to shrink... An OLED 1080p HDR VRR 120 Hz screen does not sound like it would be cost-effective. It makes sense to establish baseline specs like 120 Hz support for developers to target and upgrade to OLED in the future instead of trying to add 120 Hz support later on.  fourfourfun Member Oct 27, 2017 9,149 England Aleh said: "crap display" is a huge exaggeration. Everyone who has actually seen it in person says it looks really good, HDR isn't everything, however disappointing that is. Click to expand... Click to shrink... If you're an enthusiast display platform, you're going to be benchmarking against the absolute best. So comparatively it could not be as good. Obviously it doesn't take into account what the entire platform delivers as a whole and the price it was trying to hit. It's a rather zoomed in look at just one thing.  RailWays One Winged Slayer Avenger Oct 25, 2017 18,449 Still sounds like an upgrade from the launch Switch LCD, though those nits are pretty low   Koklusz Member Oct 27, 2017 3,971 blueredandgold said: Could you please translate for those of us who haven't been able to watch or digest after we saw this posted in the other thread please? Click to expand... Click to shrink... The screen is bad, and the native HDR implementation in the games he tested is shoddy.   NoSpin Member Nov 1, 2017 83 Milk said: It's not a personal attack on you. Pointing out objective shortcomings about the technology is a good thing for consumers. Click to expand... Click to shrink... I didn't see it as a personal attack, I just imagined him reviewing the Game Boy Pocket or the OG DS screes and how disappointed he would have been, whilst we were all busy enjoying video games.  Wasp Member Oct 29, 2017 351 It's a shame they couldn't release an OLED SKU at launch. I would have happily paid an extra $100 for an OLED model and I'm sure many are the same. I know I'll be keeping my box in pristine condition to get maximum value when I trade the console in for a Switch 2 OLED in hopefully a few years.  Last edited: 51 minutes ago pswii60 Member Oct 27, 2017 28,932 The Milky Way This means that for handheld purposes, Switch 2 is actually a downgrade on Switch 1 OLED, for any games that aren't taking advantage of the additional power/resolution. So basically, you might want to hold on to your Switch 1 OLED for all your pixel art indies, and any games not getting a patch/upgrade.  Shadow One Winged Slayer Member Oct 28, 2017 4,837 Kinda what I expected. Being LCD with HDR especially on portable device at that is never a good combo. I'll just play on my OLED TV when I want to get the full experience, which again, is what I expected. I hope it's a bit usable outside at least. I was hoping closer to 600 nits for that alone, as the Deck OLED is JUST usable on a sunny day. But you can't have everything I guess.  UnderJollyRoger Member Jun 16, 2023 648 Germany The screen is also my biggest concern of the unit. The og switch has an absolutely atrocious screen and LCDs just dont cut it anymore for me. The low nits will make it again pretty difficult to properly play outside. I am commuting a lot and sitting on a train with a bit of sun outside was already too much for the og switch. Here is hoping that an OLED variant will come earlier this time.  Milk Prophet of Truth Avenger Oct 25, 2017 4,301 NoSpin said: I didn't see it as a personal attack, I just imagined him reviewing the Game Boy Pocket or the OG DS screes and how disappointed he would have been, whilst we were all busy enjoying video games. Click to expand... Click to shrink... You're implying being critical means you're not also enjoying the video games. I'm critical of tons of my favorite games. I'm still having a fun time with the games 🤷  HandsomeCharles Member Oct 26, 2017 4,717 Disappointing to hear, but as someone who thinks his OG switch's screen is fine, I'm sure it won't really bother me.   OP OP Sangral Powered by Friendship™ Member Feb 17, 2022 8,649 blueredandgold said: Could you please translate for those of us who haven't been able to watch or digest after we saw this posted in the other thread please? Click to expand... Click to shrink... I'm trying to add some bullet points to the OT.  Ghost Slayer Member Oct 30, 2017 1,433 is it like PS Portal LCD screen? Because I think the Portal LCD screen is really good   Decarb Member Oct 27, 2017 9,280 pswii60 said: This means that for handheld purposes, Switch 2 is actually a downgrade on Switch 1 OLED, for any games that aren't taking advantage of the additional power/resolution. So basically, you might want to hold on to your Switch 1 OLED for all your pixel art indies, and any games not getting a patch/upgrade. Click to expand... Click to shrink... Oh I don't think there's any doubt from pure IQ perspective its a downgrade from Switch 1 OLED. Even without HDR support at max brightness that screen pops like nothing else.   Maximo Member Oct 25, 2017 11,041 NoSpin said: I didn't see it as a personal attack, I just imagined him reviewing the Game Boy Pocket or the OG DS screes and how disappointed he would have been, whilst we were all busy enjoying video games. Click to expand... Click to shrink... This is a silly comparison since he's not reviewing a screen from 1996 when it first came out, screen technology has exploded since the first iPhone, seems like a needless jab.  Melhadf Member Dec 25, 2017 2,528 My understanding is that 400nits is the minimum for HDR. So it's technically HDR, but usually dismissed by purists as not "real HDR" such as this vid with his HDR10 testing (1000nits standard). So it's a definite improvement over SDR content, but Nintendo then used an LCD instead of OLED so it most likely looks worse than the OLED switch. Feels like Nintendo is using minimum HDR as a crutch to cheap out on the screen and people are saying it's not "TRUE HDR" even though it's completely within spec.  vegtro Member Oct 25, 2017 808 Aleh said: "crap display" is a huge exaggeration. Everyone who has actually seen it in person says it looks really good, HDR isn't everything, however disappointing that is. Click to expand... Click to shrink... When I first booted the Switch 2, I wanted to believe the screen will be ok from the news. Nope, the screen pretty much is pretty bad compared to OLED.   Alvis Saw the truth behind the copied door Member Oct 25, 2017 12,148 EU A bit of a shame, meh NoSpin said: As so often with gaming, I am relieved to have this person to tell me the thing I am enjoying looking at is bad actually. :) Click to expand... Click to shrink... Yes indeed, this dude is set on a mission to personally ruin your experience, and he's now crying in a corner knowing that he failed.   fourfourfun Member Oct 27, 2017 9,149 England Shadow said: But you can't have everything I guess. Click to expand... Click to shrink... I think that's the thing, they went for resolution and VRR as a priority. I'm sure I also read on here a while ago that it also centres around the availability of appropriate screens. OLED only became viable after a certain point.  Pargon Member Oct 27, 2017 14,110 I thought I had appropriately-low expectations, but I was thinking it would be a 600 nit 1800:1 panel. Not 450 nits and 900:1. The only thing "HDR" about it is probably that content will be authored to make use of a wider color gamut.