# Scroll Tonic > Keep Scrolling ## Posts - [AI factories are the foundation for enterprise-scale AI](https://scrolltonic.com/ai-factories-are-the-foundation-for-enterprise-scale-ai/): Businesses are undoubtedly embracing AI as pilots are running successfully, interest is rising across business units, and demand for new use cases is accelerating. Yet as momentum grows, so does the complexity behind the scenes. Teams are stitching together incompatible tools, juggling multiple GPU generations, managing changing software stacks, and trying to maintain control over sensitive data. At the same time, security leaders are preparing for new regulations governing how AI models should be deployed, governed and protected. James Sturrock Social Links Navigation Director of Systems Engineering at Nutanix. It’s the perfect chaos storm, and this expanding pressure makes one - [The Meta Quest Pro Is Over $300 Off Right Now](https://scrolltonic.com/the-meta-quest-pro-is-over-300-off-right-now/): We may earn a commission from links on this page. Deal pricing and availability subject to change after time of publication. The Meta Quest Pro launched as Meta’s vision of what high-end virtual and mixed reality could look like without dragging a gaming PC into the equation. At $679.99 on Woot, it’s now $320 off its original $999 price and still more than $100 cheaper than Amazon at the time of writing. This deal runs for six days or until it sells out, with free standard shipping for Prime members and a $6 fee for everyone else. This headset won - [The Best Ways to Keep Your House Warm When the Heat Goes Out](https://scrolltonic.com/the-best-ways-to-keep-your-house-warm-when-the-heat-goes-out/): We may earn a commission from links on this page. Living in a comfortable, heated house is something a lot of us take for granted. When the cold weather hits, we just put on thick socks, turn up the thermostat (or take other steps), and go about our business. But most modern homes rely on the electrical grid to keep that heat flowing. Even if your home is heated by natural gas or heating oil, there’s most likely an electric component to your heating system. That means that when the power goes out—say, in the middle of a fierce blizzard—so - [Google's Pixel Buds Pro 2 earbuds are on sale for $165](https://scrolltonic.com/googles-pixel-buds-pro-2-earbuds-are-on-sale-for-165/): It’s hard to find better wireless earbuds than Google’s Pixel Buds Pro 2 if you’re an Android user. The statement is even more true if you have a Pixel phone. If you’re on the market for a new pair, you can grab the Pixel Buds Pro 2 for $165 in the hazel colorway, which is $54 off their usual price. Other color options are also discounted, just not as steeply. The device made our list of the best wireless earbuds, and this is particularly true for those tied into the Pixel ecosystem. These earbuds are on the smaller side and, - [CES 2026: WheelMove Turns Any Standard Wheelchair Into an Electric One](https://scrolltonic.com/ces-2026-wheelmove-turns-any-standard-wheelchair-into-an-electric-one/): Wheelchairs are available at airports, hotels, resorts, theme parks, and on cruises, but standard wheelchairs require ongoing effort and can struggle through difficult terrain. Standard wheelchairs are simply less capable than electric ones. WheelMove wants to change that. WheelMove is a portable wheelchair attachment that turns any standard wheelchair into an electric one, allowing people to travel more easily wherever they are. It debuted at CES 2026, marking a significant leap in accessibility for wheelchair users who travel. When I found WheelMove at CES “Unveiled,” I thought back to a recent family trip just two weeks ago, where two of - [CES 2026: 20 Tech Products That Have Caught Our Attention So Far](https://scrolltonic.com/ces-2026-20-tech-products-that-have-caught-our-attention-so-far/): I’m not a Lego obsessive, but I did spend some enjoyable, zen-like time during the holidays assembling an F1 race car from the inside out. The variety of forms Lego creates for its pieces is impressive, but in the end, they’re all just plastic. And the car now just sits on my desk. However, the company is about to make those pieces a lot more interesting. It showed off Lego Smart Bricks, regular-sized blocks packed with circuits, sensors, speakers and lights that can intelligently react when they’re in proximity with others. It doesn’t hurt that the first sets to get the - [OnePlus preps new feature to make sure you never lose your earbuds](https://scrolltonic.com/oneplus-preps-new-feature-to-make-sure-you-never-lose-your-earbuds/): OnePlus might finally tackle one of the most annoying things about wireless earbuds. The company is reportedly working on a new feature that alerts you when an earbud slips out of your ear, reducing the chances of losing it when you’re not paying attention. Android Authority spotted the upcoming feature, called “Earbud fall detection,” while digging through the latest version of OnePlus’ Hey Melody companion app (version 116.3.0). A screenshot of its settings page suggests that the feature will play a sound on both earbuds when it detects that an earbud has fallen out. It will also send a notification - [Faster Is Not Always Better: Choosing the Right PostgreSQL Insert Strategy in Python (+Benchmarks)](https://scrolltonic.com/faster-is-not-always-better-choosing-the-right-postgresql-insert-strategy-in-python-benchmarks/): demonstrates that it’s perfectly possible to insert 2M records per second into Postgres. Instead of chasing micro-benchmarks, in this article we’ll step back to ask a more important question: Which abstractions actually fits our workload? We’ll look at 5 ways to insert data into Postgres using Python. The goal is not to look just at insert speeds and crown a winner but to understand the trade-offs between abstraction, safety, convenience and performance. In the end you’ll understand: the strengths and weaknesses of ORM, Core and driver-level inserts when performance actually matters how to choose the right tool without over-engineering Why - [Elon Musk's Starlink Is Giving Venezuelan Citizens Free Internet (For Now)](https://scrolltonic.com/elon-musks-starlink-is-giving-venezuelan-citizens-free-internet-for-now/): Antaresns/Getty Images The biggest global news of the first week of 2026 was the U.S. military’s operations in Venezuela that culminated with the capture and arrest of President Nicolás Maduro and his wife Cilia Flores. The raid on Maduro’s home was coordinated with an attack by over 100 bombers that left much of the capital city of Caracas and surrounding area reeling. With much of Venezuela’s communications infrastructure damaged, Starlink is stepping in with some temporary assistance. An announcement on the Starlink website states that “Starlink is providing free broadband service to the - [Tech Deals Live Blog 2026: The Best Deals, All in One Place](https://scrolltonic.com/tech-deals-live-blog-2026-the-best-deals-all-in-one-place/): January 7, 2026 Add as a preferred source on Google Add as a preferred source on Google We may earn a commission from links on this page. Deal pricing and availability subject to change after time of publication. Credit: René Ramos/Lifehacker/alvaro gonzalez, OsakaWayne Studios, DBenitostock/Moment Kativ/E+, kiyanochka/iStock via Getty Images Table of Contents With this live blog, you can keep up with the best deals the Lifehacker team finds every day—all in one place. Bookmark this page to keep an eye on what we’re finding. As always, we use price-tracking tools to suss out the deals that are actually worth - [Ford is building an AI assistant that knows your vehicle inside out](https://scrolltonic.com/ford-is-building-an-ai-assistant-that-knows-your-vehicle-inside-out/): Ford is working on a new AI assistant for its vehicles that goes beyond basic tasks like adjusting the air conditioning or opening the sunroof. At CES, the company shared a few details, revealing that the assistant will offer a more integrated AI experience with a deeper understanding of both the vehicle and the driver’s needs. Ford’s demo showcases a chat interface similar to ChatGPT or Gemini, which will allow drivers to interact with the assistant using text or voice. Sample prompts shown in the interface suggest that the assistant will be capable of answering vehicle-specific questions, such as “What - [How 'Cognitive Overload' Might Be Hampering Your Productivity](https://scrolltonic.com/how-cognitive-overload-might-be-hampering-your-productivity/): I write a lot about productivity, which means I also read a lot about it. Over the last few months, I’ve noticed an uptick in people discussing something called “cognitive overload,” citing it as a potential reason for a decline in output. The phrase stuck out to me as one of those buzzy terms that has the potential to be overused until it’s meaningless—but at its core, it certainly has a real, clear definition that can be helpful tool in maximizing productivity. Basically, cognitive overload is what happens when you’re inundated with more information than your brain can process, so - [Peacock Promo Codes: 16% Off January 2026](https://scrolltonic.com/peacock-promo-codes-16-off-january-2026/): Named after NBC’s iconic logo, Peacock is a video streaming service primarily featuring series and film content from NBC Universal studios, as well as news and sports programming. Premium tiers include a larger content library and access to additional NBC Sports, Hallmark Channel, and WWE content—yes, we’re talkin’ wrasslin.’ And right now, you can get access to all those programs with a Peacock Premium subscription. Save up to 50% on your first 12 months with the latest Peacock promo codes for Black Friday and subscription deals. With over 30 million subscribers and various plans, Peacock has quickly grown to be - [CES 2026 live: News, announcements, and cool finds from LG, Samsung, Lego](https://scrolltonic.com/ces-2026-live-news-announcements-and-cool-finds-from-lg-samsung-lego/): Live Updated at 4:08 am ET January 8, 2026 The annual Consumer Electronics Show in Las Vegas, Nevada, is the biggest tech showcase in the world, and Mashable reporters are on the ground reporting live from the event all week long. Every year at CES, tech giants like Samsung, LG, Sony, and Lenovo preview their latest innovations, as well as futuristic concept products unlike anything you’ll find in stores. CES is also a hub for ambitious startups, electric vehicle brands, and robotics companies. You never know what bizarre new gadgets (or laundry-folding robots) you’ll find on the convention floor. As - [Turn on 'App Pinning' Before Letting Someone Else Use Your Android](https://scrolltonic.com/turn-on-app-pinning-before-letting-someone-else-use-your-android/): There are likely occasions in your day-to-day life in which you allow someone else to use your phone, whether it’s letting your kid play a game or sharing content with a friend. You may do this without thinking about the privacy implications and what might happen if another person has access to everything on your device and—accidentally or on purpose—uses it to view your search history, scroll through your photos, or send messages to your contacts. If you’re an Android user, you should enable app pinning to keep others from snooping around your device. This feature keeps the user in - [Bose Promo Code: 40% Off Bose for January 2026](https://scrolltonic.com/bose-promo-code-40-off-bose-for-january-2026/): If you hate hearing the sound of the world around you, Bose products are for you. And WIRED has Bose coupon codes to help you save. The brand pioneered active noise cancelling headphones, and has remained a pioneer in providing sonic peace to everyone that can afford the brand’s high-end products. Now you can get Bose discounts off some of our favorite speakers, soundbars, headphones, and other audio devices from the brand, including top picks like its wireless earbuds and over-ear noise canceling headphones. Bose Headphones, Earbuds, Soundbars and Speakers: Up to 40% Off Bose makes some of our favorite - [Exchange Mailbox External Recipient Rate Limit Cancelled](https://scrolltonic.com/exchange-mailbox-external-recipient-rate-limit-cancelled/): Customer Feedback and No Viable Replacement Forces Cancellation of Mailbox External Recipient Rate In an unexpected development, the Exchange product group announced in a January 6 EHLO blog post that they have decided to cancel the introduction of the mailbox external recipient rate limit (MERR). Originally proposed in April 2024, Microsoft planned to introduce the new mailbox restriction of being able to send email to 2,000 external recipients over a 24-hour sliding window in January 2025. Following customer pushback, Microsoft subsequently changed the introduction date to April 2026. Given the wording of the announcement, it seems clear that the level - [CES 2026: I Saw a Robot Vacuum With Legs Climb a Flight of Stairs](https://scrolltonic.com/ces-2026-i-saw-a-robot-vacuum-with-legs-climb-a-flight-of-stairs/): Robot vacuums are a convenient way to keep your house clean without actually putting in much work, but they’ve all got one major problem—what if your house has multiple stories? At CES this year, I saw two attempts to fix this problem, but one of them was much more fabulous than the other. Roborock has a robot vacuum with legs This is the more unique of your stair climbing robot vacuums, and the one that’s new for this year. At CES 2026, robot vacuum company Roborock introduced the Roborock Saros Rover, which has two fold-out and individually articulated legs built - [The Tone Outdoors T1 solved the biggest problem with leaf blowers](https://scrolltonic.com/the-tone-outdoors-t1-solved-the-biggest-problem-with-leaf-blowers/): Every fall, dozens of maple and oak trees in my neighborhood shed their leaves. Thus begins the constant drone of gas-powered leaf blowers every day through early December. The noise is by far the most annoying thing about these yard tools, but I can appreciate it’s a necessary evil — unless you prefer to pick up a blister-inducing rake. Whisper Aero argues there’s a better way. The company is using aerospace tech to quiet the noisy devices, introducing the T1 leaf blower at CES 2026 under its sub-brand Tone Outdoors. The company promises the T1 is 80 percent quieter and - [The Official 'Best of CES' 2026 Award Winners Were Announced, Featuring 22 Remarkable Advances in Technology](https://scrolltonic.com/the-official-best-of-ces-2026-award-winners-were-announced-featuring-22-remarkable-advances-in-technology/): In the middle of the Las Vegas Convention Center, amidst the world’s largest tech trade show, an awards show was taking place. The audience included nominees ranging from large companies like Nvidia to scrappy startups introducing themselves to the world, alongside journalists, tech insiders, and enthusiasts gathering to watch the Best of CES 2026 awards. After days of scouring showroom floors, speaking with innovators about their new technologies, and deliberating for six hours, finalists and winners were chosen by experts from CNET, PCMag, Mashable, ZDNET, and Lifehacker. I had the privilege of helping to judge and present several awards, and - [Best Internet Providers in New York, New York](https://scrolltonic.com/best-internet-providers-in-new-york-new-york/): New York has no shortage of internet providers, but only a few truly deliver that mix of speed, reliability and value that residents demand. What is the best internet provider in New York? With extensive testing behind us, Verizon Fios comes out on top as the best internet provider in New York, according to CNET experts. A recent CNET survey revealed that 63% of Americans are paying more for unreliable internet connectivity. However, Verizon delivers fast, symmetrical fiber-optic speeds and competitive pricing, making it a well-rounded choice. However, if Verizon isn’t available at your address, Optimum, Astound and Spectrum offer - [CES 2026 | News, Analysis, Hands-on Video](https://scrolltonic.com/ces-2026-news-analysis-hands-on-video/): CES 2026 is in full swing, and Razer is cutting deep with interesting and wacky technology as always (outside the AI stuff). My favorite one, however, being rather simple: a controller. That’s right, Razer is launching the new Wolverine V3 controller, and unlike its predecessors, it’s equipped with Bluetooth, and not just any Bluetooth. Razer […] - [Digital Trends' Top Tech of CES 2026 awards: our favorite picks from the show floor](https://scrolltonic.com/digital-trends-top-tech-of-ces-2026-awards-our-favorite-picks-from-the-show-floor/): CES is now in full swing, and we’ve been drenched in all kinds of tech, from the sublime TVs to literally dozens of robots all promising to do something new and cool (although some just look a bit scary). As ever, Digital Trends has been pounding the halls, racking up hundreds of thousands of steps and trying to spot the bigger innovations from the ‘and me’ devices being created every year. We’ve also been sifting through the thousands of product launches being flung into our inboxes and around the web, dialling into what really catches our eye. These are the - [The Apple AirPods Pro 3 Are $50 Off](https://scrolltonic.com/the-apple-airpods-pro-3-are-50-off/): Tired of your dusty old AirPods? Apple’s latest and most upgraded wireless earbud, the AirPods Pro 3 are a massive leap over the older generations, and Best Buy currently has them marked down to just $200, a $50 discount from their usual price. We think they’re the best AirPods yet and well worth the upgrade even for AirPods Pro 2 owners. Review: Apple AirPods Pro 3 Review: Apple AirPods Pro 3 The biggest improvements are to the sound isolation and active noise-canceling, which our reviewer Parker Hall compared to the Bose QuietComfort Ultra 2 earbuds. It does an excellent job - [Reports Suggest The iPhone 18 Might Not Release In 2026](https://scrolltonic.com/reports-suggest-the-iphone-18-might-not-release-in-2026/): Michael Derrer Fuchs/Getty iPhones have been released like clockwork, year after year, for over a decade now. The launch of the iPhone X alongside the iPhone 8 and iPhone 8 Plus models in 2017 introduced us to a release cycle where Apple started pushing new phones across different product tiers at the same time. The company then continued the same release pattern with the launch of Pro and non-Pro iPhone models every year. According to recent reports, however, Apple could break this pattern starting in 2026. Ming-Chi Kuo, a reliable industry analyst, - [CES 2026: Gaming Controllers Are Going Modular This Year](https://scrolltonic.com/ces-2026-gaming-controllers-are-going-modular-this-year/): Gaming controllers are just one of those things that I love to collect, but living in a small New York apartment, eventually enough is enough. At CES this year, I saw three new controllers that are all trying to be the last ones I’ll ever need to buy (for specific systems, at least). It seems like modularity is in, and all three of these devices want to meet all of your needs. However, they’re not settled on what the best approach is. GameSir x Hyperkin X5 Alteron The GameSir x Hyperkin X5 Alteron is probably the cutest controller on this - [This Double-Screen Laptop Display Extender Is 35% Off Right Now](https://scrolltonic.com/this-double-screen-laptop-display-extender-is-35-off-right-now/): We may earn a commission from links on this page. Deal pricing and availability subject to change after time of publication. Laptop screen extenders help add more display area without costing as much as two separate monitors. They’re also tidier, more integrated, and more portable, making them ideal for remote workers or students who want a mobile workstation with as much visual real estate as possible. The KYY 15.6-inch laptop screen extender, with its triple-screen setup (one on either side of your laptop’s display), is a solid choice for anyone looking to give their laptop some extra elbow room—and right - [Why AI feels generic: Replit CEO on slop, toys, and the missing ingredient of taste](https://scrolltonic.com/why-ai-feels-generic-replit-ceo-on-slop-toys-and-the-missing-ingredient-of-taste/): Right now in the AI world, there are a lot of percolating ideas and experimentation. But as far as Replit CEO Amjad Masad is concerned, they're just "toys": unreliable, marginally effective, and generic.  “There's a lot of sameness out there,” Masad explains in a new VB Beyond the Pilot podcast. “Everything kind of looks the same, all the images, all the code, everything.” This "slop," as it’s come to be known, is not only the result of lazy one-shot prompting, but a lack of individual flavor.  “The way to overcome slop is for the platform to expend more effort and - [CES 2026: Ford Is Launching Its Own AI Assistant](https://scrolltonic.com/ces-2026-ford-is-launching-its-own-ai-assistant/): Listen up, Ford drivers: You’re getting a new AI assistant this year. During a decidedly low-key CES keynote, the company announced Ford AI Assistant, a new AI-powered bot coming to Ford customers in the early half of 2026. While the company has plans to integrate the assistant into Ford vehicles directly, that isn’t how you’ll first experience this new AI. Instead, Ford is rolling out Ford AI Assistant to an upgraded version of its Ford app first, and plans on shipping cars with the assistant built-in sometime in 2027. In effect, Ford has added a proprietary version of ChatGPT or - [Probabilistic Multi-Variant Reasoning: Turning Fluent LLM Answers Into Weighted Options](https://scrolltonic.com/probabilistic-multi-variant-reasoning-turning-fluent-llm-answers-into-weighted-options/): Image generated by author using Dall-E people use generative AI at work, there is a pattern that repeats so often it feels like a sitcom rerun. Someone has a real decision to make: which model to ship, which architecture to deploy, which policy to roll out. They open their favorite LLM, type a single prompt, skim the answer for plausibility, maybe tweak the prompt once or twice, and then copy the “best looking” solution into a document. Six months later, when something breaks or underperforms, there is no clear record of what alternatives were considered, how uncertain the team actually - [This MS Office 2024 license is future-ready and 40% off](https://scrolltonic.com/this-ms-office-2024-license-is-future-ready-and-40-off/): TL;DR: Office 2024 Home & Business gives you Word, Excel, PowerPoint, and Outlook with new AI tools, faster performance, and lifetime access — all for $149.97 (reg. $249.99). $149.97 $249.99 Save $100.02   Free productivity apps are great until you need the power, polish, and reliability that only Microsoft Office delivers. That’s why Office 2024 Home & Business, available as a lifetime license for $149.97, feels like an upgrade that actually supports how modern professionals live and work. This version of Office isn’t about bells and whistles — it’s about smarter workflows. You get Word, Excel, PowerPoint, and Outlook, redesigned - [Traces of Leonardo da Vinci's DNA May Have Been Discovered on a Red Chalk Drawing Called 'Holy Child'](https://scrolltonic.com/traces-of-leonardo-da-vincis-dna-may-have-been-discovered-on-a-red-chalk-drawing-called-holy-child/): Researchers from the Leonardo da Vinci DNA Project (LDVP) that by analyzing the drawing of Holy Child and other Renaissance artifacts, such as letters written by a da Vinci relative, they have recovered some Y chromosome DNA sequences that appear to belong to a genetic group of people with common ancestors in Tuscany, where the genius and Renaissance master was born in 1452. The findings, first reported in Science, could be the first time scientists have identified DNA from da Vinci himself. The DNA Historical artifacts can accumulate DNA from the environment and potentially offer useful information about the people - [Rokid’s new AI glasses are lighter, cheaper, and ready to challenge Meta’s Ray-Bans](https://scrolltonic.com/rokids-new-ai-glasses-are-lighter-cheaper-and-ready-to-challenge-metas-ray-bans/): Rokid’s new AI Glasses Style are available for pre-order The AI-powered sunglasses don’t have a screen, and use voice commands The Rokid AI Glasses Style are powered by ChatGPT-5 Screenless AI wearables are quietly having a moment — and Rokid’s new AI Glasses Style may be the clearest sign yet of where smart glasses are heading. Launched at CES as a new competitor to Meta’s Ray-Ban AI glasses, the Rokid AI Glasses Style ditch the screen and lower the price point in the process. And while the Rokid AI Glasses Style don’t carry the Ray-Ban logo on the frame, they - [This Free Script Disables Every AI Feature in Windows 11](https://scrolltonic.com/this-free-script-disables-every-ai-feature-in-windows-11/): Some people love AI. If you’re not one of them (or if you have a favorite AI tool that isn’t baked into it), using Windows 11 can feel increasingly hostile. It seems like every part of it now exists to push you into using Copilot—even notepad.exe has a prominent AI button in the user interface at this point. If you’d like your operating system to go back to being an operating system, check out RemoveWindowsAI. This free script changes various registry keys to disable AI features including Copilot, Recall, and the Copilot integrations in applications including Edge, Paint, and Notepad. - [Lenovo reveals the most stylish PC I've ever seen and it easily outshines the iMac](https://scrolltonic.com/lenovo-reveals-the-most-stylish-pc-ive-ever-seen-and-it-easily-outshines-the-imac/): The likes of Dell, HP, and Lenovo have been offering sleek all-in-one (AIO) desktop PCs for years, but Apple usually takes the cake with the iMac. The mix of reliable performance, ecosystem perks, and peppy design often keeps it at the top of my recommendation list. At CES 2026, Lenovo is redrawing the lines with one of the most beautiful AIO machines I have ever seen.  An eye candy with practical perks Lenovo Lenovo’s latest is the Yoga AIO i Aura Edition, a desktop with a floating glass design, similar to the LG Wallpaper TV that was announced a few - [This haptic wristband pairs with Meta smart glasses to decode facial expressions](https://scrolltonic.com/this-haptic-wristband-pairs-with-meta-smart-glasses-to-decode-facial-expressions/): It’s only been a few months since Meta announced that it would open its smart glasses platform to third-party developers. But one startup at CES is already showing off how the glasses can help power an intriguing set of accessibility features. Hapware has created Aleye, a haptic wristband that, when paired with Ray-Ban Meta smart glasses, can help people understand the facial expressions and other nonverbal cues of the people they are talking to. The company says the device could help people who are blind, low vision or neurodivergent unlock a type of communication that otherwise wouldn’t be available. Aleye - [You Can Get the CMF Nothing Headphone Pros for $79 Right Now](https://scrolltonic.com/you-can-get-the-cmf-nothing-headphone-pros-for-79-right-now/): We may earn a commission from links on this page. Deal pricing and availability subject to change after time of publication. Credit: Illustration by Rene Ramos. Nothing, an upstart tech brand from the U.K. that makes products like phones, smartwatches, and headphones, has quickly become one of my favorites lately. Its products offer unique features and designs, and the prices are competitive. Right now, Nothing’s latest budget over-ear headphones, which were released in October, the CMF Headphone Pros, are just $79 (originally $99), the product’s lowest price ever, according to price-tracking tools. This is a great option for anyone looking - [I Evaluated Half a Million Credit Records with Federated Learning. Here’s What I Found](https://scrolltonic.com/i-evaluated-half-a-million-credit-records-with-federated-learning-heres-what-i-found/): . Compliance wants fairness. The business wants accuracy. At a small scale, you can’t have all three. At enterprise scale, something surprising happens. Disclaimer: This article presents findings from my research on federated learning for credit scoring. While I offer strategic options and recommendations, they reflect my specific research context. Every organization operates under different regulatory, technical, and business constraints. Please consult your own legal, compliance, and technical teams before implementing any approach in your organization. The Regulator’s Paradox You’re a credit risk manager at a mid-sized bank. Your inbox just landed three conflicting mandates: From your Privacy Officer (citing GDPR): - [Election Deniers Think the Venezuela Attack Is All About 2020](https://scrolltonic.com/election-deniers-think-the-venezuela-attack-is-all-about-2020/): Election deniers and MAGA influencers are confident that the US capture of Venezuelan president Nicolás Maduro has nothing to do with oil or drug trafficking. Instead, they’re sure it’s all linked to unfounded claims that the Venezuelan government rigged the 2020 election in former president Joe Biden’s favor. President Donald Trump and his administration appear to have boosted these conspiracy theories. In the days after Maduro’s capture on January 3, Trump shared a flurry of posts on his Truth Social platform about election fraud, including ones related to Dominion Voting Systems. Other MAGA influencers posted about Smartmatic, another election company. - [Samsung's New Wi-Fi Speaker Has My Jaw on the Floor](https://scrolltonic.com/samsungs-new-wi-fi-speaker-has-my-jaw-on-the-floor/): Samsung has unveiled its CES 2026 audio range. While an update to its high-end soundbar, the new HW-Q990H was expected, but the LS50H Wi-Fi speaker was a surprise. Here’s what we know. Music Studio speakers The LS70H is a 3.1.1-channel spatial audio speaker. Samsung The company has debuted two new Wi-Fi speakers, the Music Studio 5 (LS50H) and Music Studio 7 (LS70H), the larger of which offers Dolby Atmos compatibility. Both boast distinctive looks from designer Erwan Bouroullec. The LS70H is a 3.1.1-channel spatial audio speaker that can operate as a standalone speaker or be paired with compatible Samsung Wi-Fi speakers, soundbars - [The Best Shows Like 'Stranger Things' You Should Watch Next](https://scrolltonic.com/the-best-shows-like-stranger-things-you-should-watch-next/): We may earn a commission from links on this page. After a decade, Stranger Things is at an end. Well, I mean, except for planned animated and live-action spin-offs…and possibly an unlikely secret extra episode related to the ‘Conformity Gate’ theory; adherents are convinced that the whole thing we watched was just Vecna messing with our Hawkins crew. But the story that started way back in 2016 is mostly over, almost for sure! Given the pace of life these days, the end of the Obama administration feels, somehow, as distant as the series’ nostalgic 1980s setting. The show solidified Netflix - [Spotify wants your friends to know exactly what you're listening to](https://scrolltonic.com/spotify-wants-your-friends-to-know-exactly-what-youre-listening-to/): Spotify is rolling out a new set of social features designed to make your listening experience more visible, interactive, and, whether it’s for better or worse, less private. The features, Listening Activity and Request to Jam, are starting to appear for Android and iOS users in the United States (broader availability by February 2026). Of the two, Listening Activity seems to be the most radical addition to the platform in a while. On the one hand, it lets you see what your friends are listening to in real time, directly in the Spotify app. It shows the exact song, artist, - [How To Maintain Your Chainsaw Chain To Stop Rust Before It Starts](https://scrolltonic.com/how-to-maintain-your-chainsaw-chain-to-stop-rust-before-it-starts/): Kim Kuperkova/Shutterstock No matter whether you buy an electric chainsaw or a gas chainsaw, there are a few things you’ll need to do to keep it running smoothly. One of the most important things is to make sure that your chainsaw’s chain is well maintained and in good condition, since skipping on maintenance increases the chance that the tool could malfunction. Each chainsaw’s required maintenance intervals will be slightly different, but your owner’s manual will provide the specifics for your saw. Of course, it’s important to give equal care to every part - [CES 2026: I Made Fun of My Daughter, but This Rideable Luggage Made Me a Believer](https://scrolltonic.com/ces-2026-i-made-fun-of-my-daughter-but-this-rideable-luggage-made-me-a-believer/): Like many parents, sometimes I view my kids as lazy. This was one of those times: At Orlando International Airport, on our way to Disney World, my 16-year-old daughter shared how much she wanted a rideable suitcase. I laughed and told her that she can walk just fine. “Besides,” I added, “that would never work.” I hadn’t seen rideable luggage yet, and I pointed out the immediate detractions that came to mind. First, it wouldn’t work for someone like me—6’3 and 215 pounds. Second, I had doubts that it would have much storage space to carry items, which is the - [New ‘Test-Time Training’ method lets AI keep learning without exploding inference costs](https://scrolltonic.com/new-test-time-training-method-lets-ai-keep-learning-without-exploding-inference-costs/): A new study from researchers at Stanford University and Nvidia proposes a way for AI models to keep learning after deployment — without increasing inference costs. For enterprise agents that have to digest long docs, tickets, and logs, this is a bid to get “long memory” without paying attention costs that grow with context length. The approach, called “End-to-End Test-Time Training” (TTT-E2E), reframes language modeling as a continual learning problem: Instead of memorizing facts during pre-training, models learn how to adapt in real time as they process new information. The result is a Transformer that can match long-context accuracy of - [The Samsung Galaxy Watch Ultra Is $150 Off at Amazon](https://scrolltonic.com/the-samsung-galaxy-watch-ultra-is-150-off-at-amazon/): We may earn a commission from links on this page. Deal pricing and availability subject to change after time of publication. Credit: Illustration by Ian Moore and product image courtesy of Amazon. Samsung announced the Galaxy Watch Ultra in the summer of 2024, and then refreshed it last August with double the storage and new color options. The Galaxy Watch Ultra emphasizes outdoor and exercise features, putting it in competition with the Apple Watch Ultra as a premium fitness watch at a premium price. Fast forward a year, and you can get the latest Galaxy Watch Ultra for $499.98, $150 - [HNSW at Scale: Why Your RAG System Gets Worse as the Vector Database Grows](https://scrolltonic.com/hnsw-at-scale-why-your-rag-system-gets-worse-as-the-vector-database-grows/): a modern vector database—Neo4j, Milvus, Weaviate, Qdrant, Pinecone—there is a very high chance that Hierarchical Navigable Small World (HNSW) is already powering your retrieval layer. It is quite likely you did not choose it while building the database, nor did you tune it or even know it is there. And yet, HNSW is quietly deciding what your LLM sees as truth. It determines which document chunks are fed into your RAG pipeline, which memories your agent recalls, and ultimately, whether the model answers correctly—or hallucinates confidently. As your vector database grows, retrieval quality degrades gradually: No exceptions are raised No - [Best smartphone deal: Get $300 off the Google Pixel 10 Pro Fold](https://scrolltonic.com/best-smartphone-deal-get-300-off-the-google-pixel-10-pro-fold/): SAVE $300: As of Jan. 7, get the Google Pixel 10 Pro Fold for $1,499 at Amazon, down from its usual price of $1,799. That’s a discount of 17%. $1,499 at Amazon $1,799 Save $300   New year, new you. If that also extends to your smartphone, it might be time to go ahead and upgrade. Luckily, we’ve found one that’s on sale for a significant discount. And if you’re an Android user or plan to become one, you’ll want to pounce on this deal. As of Jan. 7, get the Google Pixel 10 Pro Fold for $1,499 at Amazon, - [Win 2026! 9 AI Prompts to Enter Beast Mode This New Year](https://scrolltonic.com/win-2026-9-ai-prompts-to-enter-beast-mode-this-new-year/): The beginning of a new year brings about a new sense of energy in most. One may argue that it is all psychological, as nothing changes other than the date. Agreed, to a point. Though it is psychological, the change is not just based on the onset of a “new year.” A deep-rooted logical reasoning is that the new year acts much like a complete “reset,” leading to a new “starting point” of sorts. Everything you do from now on can be easily mapped, in days, weeks, and months, all up to the next year. So if you have made - [Govee’s CES showcase shows smart lighting as part of everyday life](https://scrolltonic.com/govees-ces-showcase-shows-smart-lighting-as-part-of-everyday-life/): At CES, smart lighting companies often compete for attention through spectacle – bigger effects, brighter demos, and increasingly elaborate setups. Govee is taking a more practical approach. Instead of focusing purely on visual impact, the company is demonstrating how advanced lighting setups can enhance everyday living. Under the theme “Lighting the Future,” Govee is showcasing a new generation of smart lighting products designed to feel at home in living rooms, bedrooms, and workspaces, rather than existing purely to impress on the show floor. Smarter color control for everyday spaces At the heart of Govee’s CES lineup is LuminBlend+, a new - [Breville Luxe Brewer Review (2025): Good Drip, Real Cold Brew](https://scrolltonic.com/breville-luxe-brewer-review-2025-good-drip-real-cold-brew/): The device is programmable in most of its particulars. By clicking the settings option, coffee geeks are free to create their own custom criteria, modulating the brew temp to an accuracy of a single degree. Other settings adjust the size and time of a pour-over-style bloom, and the flow rate of coffee through a shower-style brew head. But most people won’t bother. If you press the “brew” button, the device will sense the amount of water in the removable water reservoir and brew accordingly. For small-batch coffee below 20 ounces, you’ll use a conical basket insert and conical paper filters. - [Home Pilates Equipment for Studio-Quality Workouts (2026)](https://scrolltonic.com/home-pilates-equipment-for-studio-quality-workouts-2026/): When Joseph Pilates developed what he first called Contrology in the early 20th century, there were no dedicated studios or intimidating contraptions. There wasn’t even a reformer yet. (That came later, improvised from leather straps and hospital bed frames.) The idea was simple then, and it still is now: Pilates asks you to work with what you already have. Your body does the work, and a mat just makes it more comfortable. Pilates is about moving with intention. Total body exercises are rooted in precision and balance, favoring slow, controlled movements over momentum or strength. Full range of motion, emphasizing - [The best 75-inch TVs, all tested by our big-screen experts.](https://scrolltonic.com/the-best-75-inch-tvs-all-tested-by-our-big-screen-experts/): 1. LG OLED77C5 ☆☆☆☆☆ Brilliant picture qualityRead more▼ 2. TCL QM7K ☆☆☆☆☆ Bright, vibrant picture qualityRead more▼ 3. TCL 75C7K ☆☆☆☆☆ Punchy, bright picture qualityRead more▼ 4. Hisense 75U8QG ☆☆☆☆☆ Stunningly bright picture Read more▼ 5. LG OLED77G5 ☆☆☆☆☆ Fantastic brightness and low reflectivityRead more▼ The best 75-inch TVs would have seemed like a premium screen at one time, but thanks to falling prices, this big screen size is more affordable than ever. Plenty of the best TVs on the market come in a 75-inch size, and these day you can find screens at this size similarly priced and in - [12 Shows Like 'Heated Rivalry' You Should Watch Next](https://scrolltonic.com/12-shows-like-heated-rivalry-you-should-watch-next/): We may earn a commission from links on this page. My Canadian in-laws include a famous (I’m told) ice hockey star, and yet I’ve still spent more time engaging with hockey via the HBO Max streaming sensation Heated Rivalry than from the stands of any actual court or rink or whatever it is you call the place where people pass around their pucks. Not that I know any more about the game after watching, because frankly, that’s not why we’re here, nor is that what the buzz is all about. Heated Rivalry is all about the very horny relationship between - [Tech Deals Live Blog 2025: The Best Deals, All in One Place](https://scrolltonic.com/tech-deals-live-blog-2025-the-best-deals-all-in-one-place/): January 6, 2026 Add as a preferred source on Google Add as a preferred source on Google We may earn a commission from links on this page. Deal pricing and availability subject to change after time of publication. Credit: René Ramos/Lifehacker/alvaro gonzalez, OsakaWayne Studios, DBenitostock/Moment Kativ/E+, kiyanochka/iStock via Getty Images Table of Contents With this live blog, you can keep up with the best deals the Lifehacker team finds every day—all in one place. Bookmark this page to keep an eye on what we’re finding. As always, we use price-tracking tools to suss out the deals that are actually worth - [Anker's new 45W Nano charger with smart display from CES is already $10 off](https://scrolltonic.com/ankers-new-45w-nano-charger-with-smart-display-from-ces-is-already-10-off/): Anker introduced a nifty little charger at CES 2026, which is a refresh of the pre-existing Nano Charger. It’s already on sale for $30, which is a discount of $10. These are preorders, however, with shipments officially going out on January 20. The 45W charger includes a smart display that shows real-time data like power flow, temperature and charging status. It also features “fun animations to keep things cheerful.” Anker says it can recognize what’s being charged and automatically adjust certain metrics to ensure a longer battery lifespan. Anker This product will ship on January 20.  Save $10 with code WS24D5XT3DV9 - [CES 2026: Lenovo's New 'AI Frame' Gaming Monitor Might Actually Just Be Cheating](https://scrolltonic.com/ces-2026-lenovos-new-ai-frame-gaming-monitor-might-actually-just-be-cheating/): It’s easy to take this for granted, but not everyone is able to immediately look at a shooting or strategy game and find the reticle or map. Gaming UIs can get complicated, and for less-seasoned gamers, they can be pretty intimidating, too. Lenovo’s new concept “AI Frame” monitor, shown off at CES 2026, aims to make some games a bit more approachable, although experts might consider it cheating. Hardware-wise, this is a normal 21:9 ultrawide gaming monitor, but it’s not actually meant to be used like that. Instead, you play your game in a left-justified 16:9 rectangle that takes up - [Microsoft 365's Slack to Teams Migration Tool](https://scrolltonic.com/microsoft-365s-slack-to-teams-migration-tool/): Another Microsoft Migration Solution Fresh from announcing their tenant-to-tenant migration “orchestrator” solution, message center notification MC1213779 (6 January 2026, Microsoft 365 roadmap item 485709) brings news of a new Slack to Teams migration solution. Microsoft’s new offering can move Slack public and private channels into Teams channels. The new tool is available in the Microsoft 365 admin center for targeted tenants with general availability worldwide due later this month. Figure 1: The Slack to Teams migration solution in the Microsoft 365 admin center Free and Easy The big selling point is that Microsoft’s Slack to Teams migration solution is free. - [CES 2026 Live: Breaking News and Everything Announced in Tech](https://scrolltonic.com/ces-2026-live-breaking-news-and-everything-announced-in-tech/): Ty Pendlebury/CNET LG makes some of the best TVs on the market — I’ve been using an LG C2 OLED for some years, and am still blown away by its picture quality each time I sit down to watch a movie or a TV show. The company revealed its W6 Wallpaper TV at CES 2026. With its thin design, wireless connection box and the option to display artwork digitally, LG’s Wallpaper TV allows you to install a television in your living room while maintaining a clean setup that doesn’t, by default, make it the center of attention. Plus, enhancements to - [Lenovo's new Yoga laptops offer a smart way to ditch your pen tablet](https://scrolltonic.com/lenovos-new-yoga-laptops-offer-a-smart-way-to-ditch-your-pen-tablet/): Lenovo might have just solved one of the biggest portability headaches for creatives who rely on drawing tablets. At CES, the company showcased a new range of Yoga laptops, including two models with a trackpad that doubles as a drawing surface. Instead of a regular trackpad, the new Yoga Pro 9i Aura Edition and Yoga Pro 7i Aura Edition feature what Lenovo calls a Force Pad. It’s a glass surface designed to function both as a traditional trackpad and a compact pen tablet when paired with the included Yoga Pen Gen 2. Lenovo Lenovo says that this new solution is - [Blockchain Security Basics for Business Leaders](https://scrolltonic.com/blockchain-security-basics-for-business-leaders/): Businesses all over the world have been exploring new use cases of blockchain to streamline their operations, gain the trust of customers and enhance asset security. Is blockchain security in business applications a reality or myth? Many people believe that the design of blockchain may invite a lot of risks, such as decentralization empowering a larger base of users. The real-world use cases of blockchain paint a completely different picture. If you get blockchain security right, then you couldn’t find a better choice than blockchain for industries like healthcare and finance. This is where you can notice why business leaders - [The Motorola Signature is a stunning, rugged Samsung Galaxy S25 rival with one unfortunate weakness](https://scrolltonic.com/the-motorola-signature-is-a-stunning-rugged-samsung-galaxy-s25-rival-with-one-unfortunate-weakness/): Motorola has announced the Motorola Signature This flagship phone is priced between the Samsung Galaxy S25 and the Galaxy S25 Plus It has an assortment of high-end specs, but its chipset is disappointing In recent years if you’ve wanted a truly high-end Motorola phone, your choices have been limited to foldables, but now the company is back with a flagship non-foldable phone, dubbed the Motorola Signature. This handset is the first in a new series, and it has a lot going for it, including four 50MP cameras (a wide, ultra-wide, front-facing, and a telephoto offering 3x optical zoom). It also - [Fisker Ocean Extreme Drivers Say This About The Software Issues](https://scrolltonic.com/fisker-ocean-extreme-drivers-say-this-about-the-software-issues/): Mario Tama/Getty Images Modern-day cars are mobile computers as much as they are motor vehicles. For EVs, this is even more the case, since advanced software features have become a major part of just about any electric car. These trends were largely pioneered by Tesla, which is, after all, a software company in addition to being a car manufacturer. However, for smaller carmakers, it’s not always easy to offer the same level of software refinement. For example, Aston Martin’s infotainment software was based on an older-generation COMMAND Mercedes-Benz system, something owners quickly - [CES 2026: This Tiny Computer Is like a Mac Mini for PC Users](https://scrolltonic.com/ces-2026-this-tiny-computer-is-like-a-mac-mini-for-pc-users/): We may earn a commission from links on this page. Mini PCs are great for people who want minimal desk setups, but aside from the Mac Mini, they’re not really something that appeals to the average user. Most are boring and still-slightly-chunky boxes, come from lesser-known companies like Geekom, and are built either for enterprise or thrifty gamers. What’s a Windows user who doesn’t want to swap to Apple to do? This year, Lenovo’s launching a new Mini PC with some of that Apple sleekness, to try to fill that niche. Unveiled at CES, the Lenovo Yoga Mini i is - [Your headphones just got two cameras, meet Project Motoko](https://scrolltonic.com/your-headphones-just-got-two-cameras-meet-project-motoko/): Razer Project Motoko is a wireless AI headset concept that adds dual first person cameras at eye level to something you already wear for games, calls, and streams. Razer showed it at CES 2026, and the bet is that your headset can do more than audio when so much of life is now recorded. Motoko pairs those cameras with near and far field microphones, so it can capture what you see and what’s happening around you. Razer also describes it as a front end for multiple AI services, with the idea that you can switch assistants based on the task. - [Artificial Analysis overhauls its AI Intelligence Index, replacing popular benchmarks with 'real-world' tests](https://scrolltonic.com/artificial-analysis-overhauls-its-ai-intelligence-index-replacing-popular-benchmarks-with-real-world-tests/): The arms race to build smarter AI models has a measurement problem: the tests used to rank them are becoming obsolete almost as quickly as the models improve. On Monday, Artificial Analysis, an independent AI benchmarking organization whose rankings are closely watched by developers and enterprise buyers, released a major overhaul to its Intelligence Index that fundamentally changes how the industry measures AI progress. The new Intelligence Index v4.0 incorporates 10 evaluations spanning agents, coding, scientific reasoning, and general knowledge. But the changes go far deeper than shuffling test names. The organization removed three staple benchmarks — MMLU-Pro, AIME 2025, - [CES 2026: This Laptop Can Nod Yes or No When You Ask It a Question](https://scrolltonic.com/ces-2026-this-laptop-can-nod-yes-or-no-when-you-ask-it-a-question/): We may earn a commission from links on this page. Usually, you can open a laptop screen, you can close it, and that’s it. But Lenovo’s newest laptop, debuting at CES 2026, can also rotate from side-to-side, open and close itself, turn into a tablet, and talk to you while doing it. That’s all thanks to a small motorized hinge in between the screen and the keyboard, giving the laptop full, self-powered 360-degree movement. It’s an evolution of a previous concept laptop, but now it’s finally coming to market as the ThinkBook Plus Gen 7 Auto Twist. The idea is - [CES Live Blog, Day 3: Even More of the Coolest Tech We’ve Seen](https://scrolltonic.com/ces-live-blog-day-3-even-more-of-the-coolest-tech-weve-seen/): Clicks Power Keyboard. Photograph: Julian Chokkattu Accessory company Clicks makes cases with integrated physical keyboards for select phones, but they’re almost comically long and tough to fit in a pocket. The new Clicks Power Keyboard solves this problem and offers wider compatibility. It’s a magnetic physical keyboard you can snap to MagSafe iPhones or any Qi2 Android device, turning them into old-school BlackBerries of sorts. When you don’t need the keyboard, just take it off. It connects via Bluetooth, and that means you can also use it with other smart devices, like TVs, when you want to enter a password. - [CES 2026: Motorola unveils Razr Fold, a book-style foldable phone](https://scrolltonic.com/ces-2026-motorola-unveils-razr-fold-a-book-style-foldable-phone/): Motorola is taking another swing at foldables. The company announced the Razr Fold at CES 2020’s Lenovo Tech World, introducing its newest flagship and a more ambitious take on the Razr formula. Instead of leaning into nostalgia with the flip-style Razrs, the Razr Fold is marketed as a productivity device. Closed, it looks and feels like a standard smartphone thanks to a large 6.6-inch external display. Open it up, and it unfolds into an 8.1-inch 2K LTPO screen meant for multitasking. SEE ALSO: Hands on at CES 2026: Lenovo debuts two new rollable concept laptops, including one that grows wider - [10 Python Projects for Beginners](https://scrolltonic.com/10-python-projects-for-beginners/): Learning Python at the beginning feels deceptively simple. You write a few lines, the code runs, and it’s tempting to think you’ve got it. Then you try to build something on your own and… nothing works!? Turns out all the information you had learnt, didn’t find an outlet.  That’s where challenging projects matter. Not flashy ones. Not giant apps. Just projects that force you to think, break things, and slowly connect the dots between syntax and real behavior. This list is about fundamentals. The Python projects that would kickstart your programming journey. If you’re not a beginner then these Python - [CES 2026: Lenovo Just Quietly Announced the Most Powerful 'Steam Deck' Yet](https://scrolltonic.com/ces-2026-lenovo-just-quietly-announced-the-most-powerful-steam-deck-yet/): We may earn a commission from links on this page. 2025 was a great year for handheld gaming, with the Nintendo Switch finally getting a sequel and older handhelds like the Nintendo DS getting unofficial successors from companies like AYN and Ayaneo. Steam Deck fans did take a bit of a hit towards the end of the year, when Valve announced it was discontinuing the $400 Steam Deck LCD, but for gamers on the other side of the price spectrum, Lenovo just announced the most powerful SteamOS handheld yet. It’s technically not a new device, but instead, a reissue of - [30% Off Canon Promo Codes | January 2026](https://scrolltonic.com/30-off-canon-promo-codes-january-2026/): If you know photography, you know Canon. This super advanced, often pricey gear is made more affordable with the ways to save at Canon we’ve found below. Some of the best ways to save on cameras, printers, accessories, and more is during the Canon holiday sales, with our 10% off Canon promo code, and student discounts on some of the best WIRED-tested cameras, accessories, and office essentials. We love Canon’s lineup of mirrorless cameras, which deliver the same great image quality without the bulk. Plus, Canon has an online deals hub with rotating offers so you can get the gear - [Hands on: HP EliteBook X G2i](https://scrolltonic.com/hands-on-hp-elitebook-x-g2i/): Why you can trust TechRadar We spend hours testing every product or service we review, so you can be sure you’re buying the best. Find out more about how we test. My colleagues in the USA are busy covering CES, but HP didn’t want Australia to miss out – so the company shipped me a pre-release version of the new business-focused EliteBook X G2i running the newly released Intel Core Ultra X7 358H CPU. Sadly, one of the conditions is that I can’t regale you with benchmarks (for now), but I can give you a sneak peek at a very - [CES 2026: Nvidia's Updated DLSS Makes Games Run Worse on Older GPUs](https://scrolltonic.com/ces-2026-nvidias-updated-dlss-makes-games-run-worse-on-older-gpus/): Unless you run an AI data center, Nvidia’s announcements this CES have been more on the quiet end. There were updates to GeForce Now cloud streaming and its DLSS upscaling tech, but no new graphic cards. That’s fine—it’s normal for Nvidia to have a quiet year on consumer tech every now and then, and the RTX 50-series GPUs just came out last year. Unfortunately, it turns out those DLSS updates are actually making games run worse on older GPUs. The new version of DLSS, called DLSS 4.5, is pretty great when it works. It already makes lighting appear far more - [This game controller has a force feedback steering wheel lodged in the middle](https://scrolltonic.com/this-game-controller-has-a-force-feedback-steering-wheel-lodged-in-the-middle/): Not everyone remembers the unique controllers that never quite made it. As third-party peripheral makers attempt to offer gamers something different to the likes of DualSense and Joy-Cons, they often have to go in a different direction. GameSir’s Swift Drive (apparently a working product name) is definitely that. And if you remember 1998’s for the PS1, there’s definitely some shared DNA. It features a compact steering wheel at the center of an otherwise typical controller design. It’s also got force feedback, tech usually found in (full-size!) steering wheel controllers. GameSir says it has a “high precision” Hall Effect encoder built - [This Radar-Equipped Stove Shutoff Is One of the Most Practical Things I Saw at CES](https://scrolltonic.com/this-radar-equipped-stove-shutoff-is-one-of-the-most-practical-things-i-saw-at-ces/): We may earn a commission from links on this page. The iGuardStove is the little black box in the middle of the photo. It can connect to your regular stove, whether gas or electric. Credit: Beth Skwarecki Radar-based sensors seem to be having a moment at CES, especially in tech meant for people to keep tabs on their aging family members. One product in particular caught my eye because it’s focused on a single important function—preventing kitchen fires caused by a person wandering away from the stove.  iGuardStove is essentially a smart shutoff for a stove or cooktop. Its new, - [Planning to see Acer at CES 2026? Here are the three things you don’t want to miss](https://scrolltonic.com/planning-to-see-acer-at-ces-2026-here-are-the-three-things-you-dont-want-to-miss/): TechRadar will be extensively covering this year’s CES, and will bring you all of the big announcements as they happen. Head over to our main CES page for the latest stories and our hands-on verdicts on everything from 8K TVs and foldable displays to new phones, laptops, smart home gadgets, and the latest in AI. And don’t forget to follow us on TikTok and WhatsApp for the latest from the CES show floor! Acer announced a rather large selection of new laptops, displays, and accessories at CES 2026. But there are a few you’ll want to check out either virtually - [Today's NYT Mini Crossword Answers for Jan. 7](https://scrolltonic.com/todays-nyt-mini-crossword-answers-for-jan-7/): Looking for the most recent Mini Crossword answer? Click here for today’s Mini Crossword hints, as well as our daily answers and hints for The New York Times Wordle, Strands, Connections and Connections: Sports Edition puzzles. Need some help with today’s Mini Crossword? I thought today’s was a tough one — I couldn’t solve too many of the Across clues and had to move on to the Down clues to fill in the answers. Also … look at the answer for 3-Down! Are we using Gen Z slang now as if everyone knows it? Anyway, if you want all the answers, read on. - [This new wireless charger uses brand-new tech to keep your iPhone cool](https://scrolltonic.com/this-new-wireless-charger-uses-brand-new-tech-to-keep-your-iphone-cool/): Of all the new tech gadgets and accessories being unveiled or showed off at annual tech event CES 2026, one will keep your iPhone charged up and cooled down at the same time. The ESR CryoBoost Foldable 3-in-1 Magnetic Charging Station is one of the big products sold by tech accessory brand ESR. It boasts brand-new technologies not offered by the competition, starting with market-leading cooling. ESR’s patented CryoBoost technology with built-in fan cools your iPhone directly to prevent overheating while charging, ensuring sustained high-speed charging performance. Combined with the expanded Qi2 25W standard which you’ll find on many of - [Dreame’s CES 2026 lineup: this year’s standout innovations](https://scrolltonic.com/dreames-ces-2026-lineup-this-years-standout-innovations/): Dreame turned up in style at CES 2026 with a huge range of products to help improve your life. Covering many aspects of your smart home and appliance needs, the Digital Trends Publisher Awards are here to round-up the seven most important Dreame products from the show floor. Dreame Z30 Cordless Stick Vacuum Dreame / Digital Trends The Dreame Z30 Cordless Stick Vacuum packs a wide array of features and specifications into a tiny body. Dreame’s TurboMotor can suck up dirt and dust with plenty of power, while filtering out particles like bacteria and viruses, and it comes with multiple - [Motorola Razr Fold Book-Style Foldable: Specs, Details, Release Date](https://scrolltonic.com/motorola-razr-fold-book-style-foldable-specs-details-release-date/): Motorola does have another actual new phone: the Signature. It’s a new line of “premium” phones, but the catch is that these devices won’t be sold in the US. For its candy-bar phones, Motorola has dipped its toes into flagship territory every so often, only to dip back out as it struggles to compete with the likes of Apple and Samsung; it’s predominantly known for its Moto G budget phones, particularly in the US. The Signature is just 6.99 millimeters thick—it’s no iPhone Air, but that’s thinner than your usual handset—and it has a fabric-like material on the back. It’s - [5 Apps That Can Breathe New Life Into Your Old Windows PC](https://scrolltonic.com/5-apps-that-can-breathe-new-life-into-your-old-windows-pc/): Gorodenkoff/Shutterstock It has happened to all of us: You press the power button on your PC to start your day, go make a cup of coffee, come back, and see that it’s still booting up. This can be really frustrating and can spoil your productive mood. Over time, Windows PCs tend to accumulate a lot of unnecessary digital data, such as leftover files from uninstalled apps, unused registry entries, background apps that run unnecessarily, and system indexes that use your device’s precious processing power and storage space. All these factors collectively make your - [How to Optimize Your AI Coding Agent Context](https://scrolltonic.com/how-to-optimize-your-ai-coding-agent-context/): of your AI coding agent is critical to its performance. It is likely one of the most significant factors determining how many tasks you can perform with a coding agent and your success rate in doing so. In this article, I’ll discuss specific techniques I use to improve the context of my AI agents. I’ll explain specifically how I do it, and why. It’s important to understand why I’m using these techniques, so you can start developing your own techniques in the future, and really optimize your agentic coding. This infographic highlights the main techniques I’ll cover in this article, - [CES 2026: This Lenovo Gaming Laptop Can Stretch From 16:9 to ‘Ultrawide’ With the Push of a Button](https://scrolltonic.com/ces-2026-this-lenovo-gaming-laptop-can-stretch-from-169-to-ultrawide-with-the-push-of-a-button/): We may earn a commission from links on this page. Credit: Michelle Ehrhardt. Choosing a gaming monitor is a tough choice. Do you want a standard, 16:9 monitor that takes up a small amount of desk space, or a larger 21:9 or even 32:9 ultrawide monitor that takes up more space, but will also show you more of your game? This goes double for laptops, where ultrawide models are few-and-far between, and are absolutely gigantic. Lenovo’s new concept for CES, the Lenovo Legion Pro Rollable, aims to give you the best of both worlds. When the laptop is closed, or - [CES 2026: I Tried a Gaming Headset That Can Read Your Mind](https://scrolltonic.com/ces-2026-i-tried-a-gaming-headset-that-can-read-your-mind/): Before this CES, I thought gaming headsets had gotten about as complex as they ever would. How many improvements can you possibly make on speakers and microphones? Well, forget all that. Apparently, the future of gaming headsets is mind reading. In a private demo with a colleague from IGN, I tested out a collaboration between HP’s HyperX gaming brand and brain-computer interface company Neurable. Neurable’s been at CES before, but most of its work has been in the defense and enterprise sectors. The brand is specifically aimed at helping you nail down your focus, and now, Neurable thinks it can - [How Ralph Wiggum went from 'The Simpsons' to the biggest name in AI right now](https://scrolltonic.com/how-ralph-wiggum-went-from-the-simpsons-to-the-biggest-name-in-ai-right-now/): In the fast-moving world of AI development, it is rare for a tool to be described as both "a meme" and AGI, artificial generalized intelligence, the "holy grail" of a model or system that can reliably outperform humans on economically valuable work. Yet, that is exactly where the Ralph Wiggum plugin for Claude Code now sits. Named after the infamously high-pitched, hapless yet persistent character on The Simpsons, this newish tool (released in summer 2025) — and the philosophy behind it — has set the developer community on X (formerly Twitter) into a tizzy of excitement over the last few - [CES 2026: XREAL's New Gaming Glasses Put a Huge, Fast Gaming Monitor Right on Your Face](https://scrolltonic.com/ces-2026-xreals-new-gaming-glasses-put-a-huge-fast-gaming-monitor-right-on-your-face/): I’ve been a fan of XREAL for a while, but outside of people who are really into AR, it’s still a lesser-known company. Lifehacker has given XREAL’s glasses stellar reviews before, but in the company’s new collaboration with Asus, it’s aiming to expand its market. The new ROG XREAL R1 AR glasses are the first XREAL glasses aimed specifically at gaming (though its other models aren’t exactly bad for gaming), and they basically put the best gaming monitor you could ever want right in front of your face. You wear these like a normal pair of sunglasses, and you get - [Dummy Variable Trap in Machine Learning Explained Simply](https://scrolltonic.com/dummy-variable-trap-in-machine-learning-explained-simply/): In machine learning with categorical data, it is common to encode the categories as dummy variables (sometimes called one hot encoding) to encode categories as numerical values. This is a significant step since there are many algorithms that do not operate on other things other than numbers like linear regression. Nevertheless, there is one of the mistakes that beginners are likely to make. It is referred to as the dummy variable trap. This problem is better understood at the outset to avoid the confounding of model outcomes and other unwarranted flaws. What Are Dummy Variables and Why are They Important?  Most machine - [Nvidia’s new Vera Rubin chips: 4 things to know](https://scrolltonic.com/nvidias-new-vera-rubin-chips-4-things-to-know/): Nvidia CEO Jensen Huang announced at CES 2026 in Las Vegas this week that its new superchip platform, dubbed Vera Rubin, was on schedule and set to be released later this year. The news was one of the key takeaways from the highly anticipated keynote from Huang. Nvidia is the dominant player powering the AI industry, so a new line of chips is obviously a big deal. Here are four things to know as we await Vera Rubin’s drop later this year. 1. There are 6 new chips across the Rubin platform Nvidia introduced six chips on the so-called Rubin - [Grok Is Pushing AI ‘Undressing’ Mainstream](https://scrolltonic.com/grok-is-pushing-ai-undressing-mainstream/): Elon Musk hasn’t stopped Grok, the chatbot developed by his artificial intelligence company xAI, from generating sexualized images of women. After reports emerged last week that the image generation tool on X was being used to create sexualized images of children, Grok has created potentially thousands of nonconsensual images of women in “undressed” and “bikini” photos. Every few seconds, Grok is continuing to create images of women in bikinis or underwear in response to user prompts on X, according to a WIRED review of the chatbots’ publicly posted live output. On Tuesday, at least 90 images involving women in swimsuits - [OWC’s 8TB Thunderbolt 5 SSD is insanely fast, shockingly expensive, and clearly aimed at power users](https://scrolltonic.com/owcs-8tb-thunderbolt-5-ssd-is-insanely-fast-shockingly-expensive-and-clearly-aimed-at-power-users/): OWC Envoy Ultra Thunderbolt 5 8TB SSD reaches speeds exceeding 6000MB per second Bus-powered operation removes the need for external adapters or power bricks Compatible with Macs, Windows systems, tablets, and other platforms OWC has announced an 8TB version of its Envoy Ultra Thunderbolt 5 external SSD, expanding a lineup that already focuses on high-bandwidth portable storage. According to OWC, this device is the first Thunderbolt 5 external SSD to reach this capacity while remaining fully bus-powered, without reliance on external adapters. It delivers transfer speeds exceeding 6000MB per second under suitable conditions and supports a wide range of modern - [CES 2026 day 2: the 11 best gadgets we've seen today, from smart flashlights to new Dell XPS laptops](https://scrolltonic.com/ces-2026-day-2-the-11-best-gadgets-weve-seen-today-from-smart-flashlights-to-new-dell-xps-laptops/): TechRadar will be extensively covering this year’s CES, and will bring you all of the big announcements as they happen. Head over to our main CES page for the latest stories and our hands-on verdicts on everything from 8K TVs and foldable displays to new phones, laptops, smart home gadgets, and the latest in AI. And don’t forget to follow us on TikTok and WhatsApp for the latest from the CES show floor! We’ve already seen plenty at CES 2026 – check out our day one round-up for details – but there’s been lots more to wonder and marvel at - [The Best Data Scientists Are Always Learning](https://scrolltonic.com/the-best-data-scientists-are-always-learning/): part in a two-part series on career-long learning as a data scientist. The first article covered why you should be a career-long learner and how to come up with topics to study. In this article, I’ll discuss: Multiple strategies to avoid burnout The two learning strategies I use The (often overlooked) power of solitude Let’s get into it! Avoiding burnout As a career-long learner, burnout is the ultimate enemy. You can only reap the benefits of years of study if you… well, study for years. Burn out puts that development in jeopardy. This is a marathon, not a sprint. In - [The Anker Solix C2000 Gen 2 Portable Power Station Is Over 50% Off Right Now](https://scrolltonic.com/the-anker-solix-c2000-gen-2-portable-power-station-is-over-50-off-right-now/): We may earn a commission from links on this page. Deal pricing and availability subject to change after time of publication. While we’ve reviewed Anker’s Solix C800 and covered deals on the C1000—whose second-gen version even earned a Guinness World Record for being the fastest recharging portable power station in the 1,000Wh category—Anker has added another new and improved solar generator to its lineup. The brand’s newest portable power station, released in October 2025, is the Anker Solix C2000 Gen 2, and it’s currently 52% off on Amazon at $719.10 (originally $1,499). The C2000 Gen 2 gives you up to - [HP's EliteBook X G2 laptops put serious AI power in shockingly light designs](https://scrolltonic.com/hps-elitebook-x-g2-laptops-put-serious-ai-power-in-shockingly-light-designs/): At CES 2026, HP has officially introduced its new EliteBook X G2 series, a premium business laptop lineup built for AI-based workflows. The lineup stands out from the others as it lets customers choose between their favorite processing platforms: AMD, Intel, or Qualcomm. Further, buyers can choose between the traditional notebook and a convertible form factor. At the top of the lineup is the HP EliteBook X G2q, which offers either the Snapdragon X2 Plus or X2 Elite chip, with the latter offering up to 85 TOPS of neural processing power for handling on-device AI workloads. Besides, the laptop features - [The Google Pixel Buds Pro 2 earbuds are on sale for $165](https://scrolltonic.com/the-google-pixel-buds-pro-2-earbuds-are-on-sale-for-165/): Google’s Pixel Buds Pro 2 earbuds are on sale for $165 via Amazon. That’s a nice discount of $64, which breaks down to 28 percent. There is a spot of bad news. The deal only applies to the hazel colorway. Other colors are discounted, but they aren’t as cheap. It’s not as if the hazel is hideous. These are standard dark brown-hued earbuds. The device made our list of the best wireless earbuds, and this is particularly true for those tied into the Pixel ecosystem. These earbuds are on the smaller side and, more importantly, comfortable to wear for long - [The New LTE Google Pixel Watch 4 Is $100 Off Right Now](https://scrolltonic.com/the-new-lte-google-pixel-watch-4-is-100-off-right-now/): We may earn a commission from links on this page. Deal pricing and availability subject to change after time of publication. Credit: Illustration by Rene Ramos. The new Google Pixel Watch 4 came out in the late summer of 2025, and it’s already heavily discounted. You can now get the 41mm LTE Google Pixel Watch 4 in all three colors for $349.99 (originally $449.99), the lowest price it has ever been, according to price tracking tools. It now comes with a much faster charging time, satellite SOS, dual-band GPS, and a new circular display design. Senior Health Editor Beth Skwarecki - [81 Jobs that AI Cannot Replace in 2026](https://scrolltonic.com/81-jobs-that-ai-cannot-replace-in-2026/): I get the AI scare, and if I am being honest here, you should take it seriously too. The AI age is unfolding fast, and we are seeing automation enter just about every sector. Once it does, there is absolutely no argument that the entire dynamics of human roles will change. So, for most of the professionals, especially those working in fields like mine (content and marketing), better pull your socks up and adapt ASAP. For others, there might just be time before they get any whiff of AI in their roles. For those starting out and hoping to pick - [‘Industry’ Takes on the Age Verification Wars](https://scrolltonic.com/industry-takes-on-the-age-verification-wars/): When they decided to take on age verification in their latest season, Industry cocreators Konrad Kay and Mickey Down didn’t anticipate the issue would become such a political football. “It was in the ether of British politics, but it wasn’t front and center when we started writing the scripts or shooting it, and then it really flared up as a kind of front-page-of-BBC topic of conversation,” Kay says. Season 4 of HBO’s sexy and darkly funny financial drama, premiering Sunday, continues Industry’s expansion beyond the cutthroat world of investment banking into tech, porn, age verification, and politics. As the season - [These Smart Glasses Would Adjust Focus on the Fly Based on Your Eye Movements](https://scrolltonic.com/these-smart-glasses-would-adjust-focus-on-the-fly-based-on-your-eye-movements/): While some of the world’s biggest tech companies including Meta, Google and (reportedly) Apple are eyeing the future of smart glasses, startups are working on a major innovation for the other kind of glasses. The regular kind, worn by billions across the world.  One of those startups, Finland-based IXI Eyewear, has raised more than $40 million from investors including Amazon to build glasses with adaptive lenses that could dynamically autofocus based on where the person wearing them is looking. Don’t miss any of our unbiased tech content and lab-based reviews. Add CNET as a preferred Google source. In late 2025, the company said it had developed ## Pages - [Contact Us](https://scrolltonic.com/contact-us/) - [Disclaimer](https://scrolltonic.com/disclaimer/): Effective Date: January 2026 The information provided on Scroll Tonic is for general informational and educational purposes only. By using this website, you acknowledge and agree to the following: 1. No Professional Advice 2. Accuracy of Information 3. External Links 4. Affiliate Links & Monetization 5. Limitation of Liability 6. Intellectual Property 7. Changes to Disclaimer 8. Contact Us For any questions regarding this Disclaimer, please contact us: Email: Team@scrolltonic.comWebsite: https://scrolltonic.com - [Privacy Policy](https://scrolltonic.com/privacy-policy/): Effective Date: January 2026 At Scroll Tonic, your privacy is important to us. This Privacy Policy explains how we collect, use, and protect your information when you visit our website. By using Scroll Tonic, you agree to the terms described in this policy. 1. Information We Collect When you visit Scroll Tonic, we may collect: This information helps us improve website performance, enhance user experience, and deliver relevant content. 2. How We Use Your Information We use the information collected for the following purposes: We do not sell, trade, or rent your personal information to third parties. 3. Cookies & - [Terms & Conditions](https://scrolltonic.com/terms-conditions/): Effective Date: January 2026 Welcome to Scroll Tonic. By accessing or using our website, you agree to comply with and be bound by the following Terms & Conditions. Please read them carefully. If you do not agree to these terms, please do not use this website. 1. Acceptance of Terms By using Scroll Tonic, you acknowledge that you have read, understood, and agree to be bound by these Terms & Conditions, as well as our Privacy Policy and Disclaimer. We may update these terms at any time without prior notice, and your continued use of the website constitutes acceptance of - [About Us](https://scrolltonic.com/about-us/): Welcome to Scroll Tonic – Your Digital Lifestyle & Smart Living Hub At Scroll Tonic, our mission is simple: to help you live smarter, work more efficiently, and maintain a healthier digital lifestyle in today’s fast-paced, technology-driven world. We believe that technology should empower you, not overwhelm you. That’s why we provide original, practical, and research-backed content designed to improve your productivity, enhance your digital skills, and make everyday tech life easier. Who We Are Scroll Tonic is a modern blog created for tech enthusiasts, students, creators, remote workers, and anyone interested in smarter digital living. Our team is passionate - [Homepage](https://scrolltonic.com/): AI & Daily Tools HNSW at Scale: Why Your RAG System Gets Worse as the Vector Database Grows By team_scrolltonicJanuary 7, 2026 Smart Gadgets Breville Luxe Brewer Review (2025): Good Drip, Real Cold Brew By team_scrolltonicJanuary 7, 2026 Tech Deals Live Blog 2025: The Best Deals, All in One Place By team_scrolltonicJanuary 7, 2026 Microsoft 365’s Slack to Teams Migration Tool By team_scrolltonicJanuary 7, 2026 The Motorola Signature is a stunning, rugged Samsung Galaxy S25 rival with one unfortunate weakness By team_scrolltonicJanuary 7, 2026 Your headphones just got two cameras, meet Project Motoko By team_scrolltonicJanuary 7, 2026 Latest Posts AI [comment]: # (Generated by Hostinger Tools Plugin)