Lapland Central Hospital Extension / Verstas ArchitectsSave this picture!© Niclas Mäkelä•Rovaniemi, Finland Architects: Verstas Architects Area Area of this architecture project Area:  52000 m² Year Completion year of this architecture project Year:  2023 Photographs Photographs:Niclas Mäkelä Lead Architects: Riina Palva, Jussi Palva, Väinö Nikkilä More SpecsLess Specs this picture! Text description provided by the architects. Originally completed in the 1980s, the Lapland Central Hospital was designed by one of Finland's most renowned hospital architects, Reino Koivula. The extensions double the current premises of the hospital, including e.g., emergency outpatient clinic, observation ward, operation rooms, psychiatric wards, and facilities for several supporting functions. The extensions create conditions for extensive operations synergy, transforming the hospital campus into a more integrated and efficient whole.this picture!this picture!this picture!The new section of the hot hospital and parking building is positioned to the east of the existing hospital. Wooden surfaces under the entrance canopy and interior create a warm and inviting atmosphere. The psychiatric hospital is located west of the central hospital building. Its patient wards and outdoor yard are situated next to a small forest, bringing nature into the treatment process. The patient is at the center, with good customer experience, safety, effective treatment, and staff well-being as key goals.this picture!The architecture of the new buildings is consistent and recognizable. The primary facade material for the psychiatric hospital is wood with a translucent finish, while the facades of the hot hospital feature white concrete and aluminum. Vertical lamellas and floor-level overhangs provide weather protection and reduce the need for mechanical cooling. The modular facade solution allows for the flexible placement of spaces of various sizes along the facade, thereby supporting the adaptability of the interior.this picture!this picture!this picture!this picture!The revised layout of the hospital campus is based on creating a new east-west oriented internal connection, which serves as the spatial and functional unifying backbone of the plan. The architecture conveys humaneness and patient-centered care, while evoking images of Lapland's nature. Materials, spatial solutions, and natural light create a safe, healing environment that serves both patients' effective treatment and the well-being of the staff. Public artworks implemented on the hospital campus enliven the surroundings and promote active rehabilitation.this picture! Project gallerySee allShow less Project locationAddress:Rovaniemi, FinlandLocation to be used only as a reference. It could indicate city/country but not exact address.About this officeVerstas ArchitectsOffice••• MaterialsWoodSteelMaterials and TagsPublished on May 15, 2025Cite: "Lapland Central Hospital Extension / Verstas Architects" 15 May 2025. ArchDaily. Accessed . < ISSN 0719-8884Save世界上最受欢迎的建筑网站现已推出你的母语版本!想浏览ArchDaily中国吗?是否 You've started following your first account!Did you know?You'll now receive updates based on what you follow! Personalize your stream and start following your favorite authors, offices and users.Go to my stream #lapland #central #hospital #extension #verstas

If you’ve ever purchased a power bank with high capacity, you know how pricey they can be. That’s why we love this Amazon sale on the Moihosso 56,800mAh portable power bank so much: For only down from, this is an all-time low price and it’s almost unbelievable that you can get a battery this big for this cheap. See Massive Capacity At the top of the list is its behemoth 56,800mAh capacity: To put that into perspective, you can charge most modern smartphones eleven times before you’ll need to recharge the battery pack itself. Tablets which typically require more power can be topped up several times as well. This makes it the perfect companion for long road trips, camping weekends or business travel where access to outlets is limited. You’ll also like the 22.5W fast charging capability – which is not the best of the market, but which is still very decent. That still means you can have your devices at 100% a lot quicker than with standard chargers. If you want to charge your phone in time for an instant departure out the door, or keep your tablet charged for a long flight, this power bank supplies stable, consistent power to keep you moving. The two USB-A and one USB-C output ports allow you to charge three at once which means you can charge all of your devices at once or share with friends. The Moihosso power bank has also overcharge, overheat and overcurrent protections built into it, so your devices are safe while charging. With a near-perfect 4.9 out of 5-stars rating from dozens of customers and over a thousand units sold within the previous month alone, it seems that customers are quite satisfied with their purchase. We love its real-world battery life, build quality and simplicity of the smart LED display which displays the percentage of power left at a glance. Of course, is hard to justify on a power bankbut on a 56,800mAh battery pack with fast charging, multi-device charging, and a great reputation is a very good deal. With an all-time low price point and highly positive reviews, this power bank is a worthwhile investment for those who need backup power. See #this #56800mah #power #bank #can

Neat weaponry A dangerous E. coli strain has emerged; a small mutation may explain its rise It's unclear what the mutation does, but it might make E. coli stealthy on lettuce. Beth Mole – May 14, 2025 5:22 pm | 22 Colored scanning electron micrograph of the rod-shaped, gram-negative bacteria E. coli Credit: Getty | STEVE GSCHMEISSNER/SCIENCE PHOTO LIBRARY Colored scanning electron micrograph of the rod-shaped, gram-negative bacteria E. coli Credit: Getty | STEVE GSCHMEISSNER/SCIENCE PHOTO LIBRARY Story text Size Small Standard Large Width * Standard Wide Links Standard Orange * Subscribers only   Learn more Since 2017, a particularly dangerous strain of E. coli O157:H7 has emerged across the country to spark outbreaks, severe disease, and deaths. It spreads in various ways: via leafy greens and contaminated beef, like its relatives, but also recreational waters. Hundreds of people across 46 states have been infected, and health officials have documented at least nine separate outbreaks. One in 2018, linked to lettuce, caused over 200 infections across 37 states, killing five people and causing a severe kidney condition in 26. Now, a sweeping genetic analysis by researchers at the Centers for Disease Control and Prevention suggests a tiny mutation in one of the bacteria's molecular weapons may be behind the strain's rise. The finding, published recently in the journal Emerging Infectious Diseases, provides insights into this clinically significant plague and its rise to prominence. It also highlights the role of the bacteria's sophisticated military tactics. The mutated weapon is part of a complex system that E. coli and other harmful bacteria sometimes use called a Type 3 Secretion System. This involves molecular machinery that basically functions like a syringe, complete with a long needle that is poked into the cells of its victims. The T3SS then directly injects a fleet of hostile proteins. Those proteins—called effectors—attack specific targets that collectively disable the host's defense responses and make the host more hospitable for its bacterial conqueror. The mutation the CDC researchers found was in one of these T3SS effectors, a protein called EspW. Previous research suggests that this effector is responsible for buttressing a host cell's structure during an invasion, keeping the cell from contracting while enabling the bacteria to become attached to it. A related protein in the plant pathogen Pseudomonas syringae, called HopW1, also disrupts normal cellular structure and processes that would otherwise restrict the ability of P. syringae to cause an infection. Small change The CDC researchers identified the EspW mutation by comparing the genetic sequences of 729 isolates of the new E. coli strain—dubbed REPEXH01—to genetic sequences of 2,027 other E. coli O157:H7 isolates. Of the 729 REPEXH01 strains, all but two had a single nucleotide deletion in EspW, while the deletion was present in less than 4 percent of the non-REPEXH01 E. coli strains. The finding suggests the tiny change could be a genetic signature of the strain, and its persistence in a key disease protein may offer the strain an advantage. For now, it's unclear what that advantage might be. The deletion of a single DNA baseshifts the frame of the three-sequence protein code for the rest of EspW. This could result in a shorter protein. It could also cause the molecular machinery that translates the genetic code to slip, leading to proteins of various lengths. In any case, the deletion is likely to result in a less fully functional EspW protein. The CDC researchers suggest this could help E. coli when it's on lettuce and other produce. For example, EspW might spur an immune response from an infected plant that causes stomata—pores on the surfaces of leaves—to close, blocking the bacteria's ability to invade. Thus, cutting back EspW may help E. coli sneak in—an adaptation in the ongoing arms race between the bacteria and its host. Another possibility is that EspW could function like HopW1, leading to more severe infection in plant tissues, which could lower the chances that those infected leaves are harvested and make it to grocery stores and atop burgers. Thus, cutting back on EspW could help E. coli move to its human victims. Ultimately, additional research will be needed to understand what's going on. As the CDC researchers conclude: "the role of the single base pair mutation in this strain’s colonization and survival on leafy vegetables could yield valuable insights." Beth Mole Senior Health Reporter Beth Mole Senior Health Reporter Beth is Ars Technica’s Senior Health Reporter. Beth has a Ph.D. in microbiology from the University of North Carolina at Chapel Hill and attended the Science Communication program at the University of California, Santa Cruz. She specializes in covering infectious diseases, public health, and microbes. 22 Comments #dangerous #coli #strain #has #emerged

Molex, global manufacturer of electronic and fiber optic connectivity systems, is working with Czech FDM 3D printer manufacturer Prusa Research to support the integration of connector technologies into 3D printing systems. Key components in this collaboration include Molex’s CLIK-Mate wire-to-board connectors, Micro-Fit power connectors, and ultra-microcoaxial RF connectors.  With support from American multinational electronics components distributor Arrow Electronics, these systems are designed to streamline assembly processes and simplify upgrades and new product introductions. “Prusa Research needed connectivity systems with the right balance of functionality and simplicity without compromising quality,” said Brian Hauge, SVP and president, Consumer and Commercial Solutions, Molex. “With support from Arrow Electronics, we provide a full portfolio of connectors that are robust yet easy to use. Molex also stays in lockstep with Arrow and Prusa engineers to align emerging printer designs with new innovative connector solutions to ease new product introductions and upgrades.” The Original Prusa MK4 printing a component. Photo via Prusa Research. Prusa: Scaling Operations to Meet Global Demand In 2024, Prusa Research processed over 300,000 orders for printers, filaments, resins, and accessories. To further strengthen its global presence, the company also established a U.S. subsidiary, Printed Solid, in Newark, Delaware, focused on producing printers and filaments within the United States. As part of its ongoing expansion, Prusa Research incorporated Molex connector systems into its manufacturing process. The CLIK-Mate connectors were selected for their low insertion force, secure terminal design, and audible engagement feature, ensuring precise installation. Prusa highlighted that CLIK-Mate connectors not only ensure DIY users avoid incorrect connections, but also assist engineers in enhancing production efficiency by accelerating the surface mount technologyassembly process. By early 2025, Prusa is utilizing up to 16 variations of CLIK-Mate connectors across its printer lineup, including the newly launched CORE One model. “In 2024, Prusa grew 25% year over year, and we are excited for this year, which will be even bigger,” said Josef Prusa, CEO of Prusa Research. “We populated over one million parts using Molex CLIK-Mate connectors last year, and they’ve all delivered excellent performance. With over 20 printer models using Molex connectors, we’re continuing our collaboration with Arrow and Molex to expand further across Europe and scale our U.S. operations.” Additional Molex systems used by Prusa include Micro-Fit Connectors for combining signal and power in constrained spaces, and ultra-microcoaxial RF connectors for Bluetooth and Wi-Fi connections. The company is also evaluating Molex’s Easy-On FFC/FPC connectors and other customized connectivity solutions for potential implementation in future models. Prusa Research’s Expanding Lineup Prusa Research continues to evolve its 3D printer portfolio to meet the needs of both professional and advanced desktop users.  One of Prusa’s latest innovations is the Prusa XL, featuring a CoreXY configuration and a 360 mm³ print volume. This model stands out with its tool changer that includes five independent toolheads, reducing waste compared to single-nozzle alternatives and offering increased versatility. While the Prusa XL may not be the fastest desktop FFF 3D printer, with a maximum 3D print speed of 400 mm/s, its ability to seamlessly switch between toolheads for different nozzle sizes and filament types enhances productivity, especially for multi-material parts. The fully assembled version of the Prusa XL is priced at €2,599, while the semi-assembled model is available for €2,099 on the official Prusa website. Additionally, Prusa’s professional-grade offerings include the Prusa Pro HT90, a delta-kinematics 3D printer designed for high-speed, high-temperature FDM printing. The Prusa Pro HT90 delivers impressive performance with travel speeds of up to 600 mm/s, 3D print speeds of 250 mm/s, and acceleration rates of 20,000 mm/s². The system features lightweight, quick-swap printheads, with a direct-drive extruder to enhance production efficiency. Its High-Temp printhead can reach temperatures up to 500°C, suitable for challenging materials, while the High-Flow head operates best at 300°C, enabling the printer to deposit 1 kg of PETG or ABS in just 8 hours. The Prusa Pro HT90 is available starting at €11,490. Take the 3DPIReader Survey — shape the future of AM reporting in under 5 minutes. Who won the 2024 3D Printing Industry Awards? Subscribe to the3D Printing Industry newsletter to keep up with the latest 3D printing news. You can also follow us on LinkedIn, and subscribe to the 3D Printing Industry Youtube channel to access more exclusive content. Featured image shows the new Prusa Core One. Photo via Prusa Research. #prusa #research #adopts #molex #connector

YouTube made its pitch to advertisers on Wednesday, accompanied by a flashy performance from Lady Gaga and special appearances from popular YouTubers like Brittany Broski and MrBeast.  During its Upfront presentation, YouTube executives introduced new ad formats coming to the platform, including an enhanced shoppable connected TVoffering that includes a new interactive product feed. The move is strategic for YouTube, as it recognizes that viewers often watch videos on the big screen while also using their phones to scroll through social media or shop online. The new shoppable format allows advertisers to display products on the right side of the TV screen during ads. The interactive feed acts as a storefront for brands where viewers can easily browse multiple products using their remotes. When a viewer selects an item, they’re prompted to scan a QR code with their smartphone to get a direct link for purchase.   Additionally, there’s a button for viewers to press and hold, allowing them to send the link to their phones to shop for all the products at once.  Image Credits:YouTube YouTube has become a dominant force in TV viewing. Nielsen reported that it has been the top platform for streaming watch time in the U.S. for over two years, surpassing streaming giants Netflix, Disney+, and Prime Video. In the first quarter of 2025, TVs were the primary device for YouTube viewing in the U.S., according to internal data from the company. Notably, the company pointed to a Kantar survey, indicating that U.S. participants ranked YouTube as the No. 1 platform for seeking out information about brands. The company also said YouTube campaigns on CTV generated over 50 million monthly average conversions in the fourth quarter. Techcrunch event Join us at TechCrunch Sessions: AI Secure your spot for our leading AI industry event with speakers from OpenAI, Anthropic, and Cohere. For a limited time, tickets are just for an entire day of expert talks, workshops, and potent networking. Exhibit at TechCrunch Sessions: AI Secure your spot at TC Sessions: AI and show 1,200+ decision-makers what you’ve built — without the big spend. Available through May 9 or while tables last. Berkeley, CA | June 5 REGISTER NOW Shoppable ads have gained traction among streaming services and advertisers in recent years. Just this week, Amazon announced a new interactive shoppable ad format on Prime Video that highlights Amazon deals, user reviews, and Prime shipping details. #youtube #introduces #interactive #product #feed

A Dreamcollection So what did other outlets have to say: Nintendo World Report - 8/10 "Capcom Fighting Collection 2 is another mix of great hits, fun curiosities, and a few games that feel more like filling out a roster than anything. That said, Capcom vs. SNK and Power Stone are more than worth the price of entry alone, and fighting game fanatics will at least enjoy experiencing some oddities that they wouldn’t have otherwise." Gaming Bible - 9/10 "Capcom Fighting Collection Vol. 2 boasts an impressive roster of games and pairs well with the first collection for a varied, comprehensive trip through Capcom’s fighting game history, and even then, it doesn’t feel like the journey through time is over yet." But Why Tho - 9/10 "Overall, while not every game in Capcom Fighting Collection 2 is equally balanced or polished, the variety and care taken in preservation make it a standout retro bundle that’s definitely worth the price. The new additions also make it more accessible and approachable to modern players." Siliconera - 8/10 "Capcom Fighting Collection 2 is great for many reasons, ranging from being a means of preserving fantastic games, easily play Power Stone, and reminding people the Rival Schools series existed. The roster of games available is sound" CGMagazine - 8/10 "Capcom Fighting Collection 2 doesn’t change much in terms of presentation and performance compared to past releases. Still, this latest compilation goes beyond Street Fighter and highlights some of the more eclectic titles from Capcom’s deep catalogue of fighting game standouts." A fantasy score? That's a wrap Exciting news for SEGA fighting fans Will be checking out this latest Capcom collection on the Switch? Let us know in the comments. Related Games See Also Share:0 1 Liam is a news writer and reviewer across Hookshot Media. He's been writing about games for more than 15 years and is a lifelong fan of many iconic video game characters. Hold on there, you need to login to post a comment... Related Articles Nintendo Updates Its User Agreement To Crack Down On Emulation Offenders may find their Switch bricked Nintendo Reconfirms Release Windows For Major Switch 2 Games And original Switch, of course The First Review For Fantasy Life i: The Girl Who Steals Time Is In A fantasy score? SNK Announces ACA NEOGEO Selection Vol. 5 And Vol. 6 For Switch Update: Multi-language release confirmed #round #reviews #are #capcom #fighting

Science fiction has become one of television’s most reliable genres and audiences have no shortage of options when it comes to progressive sci-fi storytelling. Anthology series have also never been more popular as they’ve proven to be an easy, noncommittal way to draw in audiences with unrelated, standalone storytelling. Love, Death + Robots has quietly done dependable, delightful work for three seasons, but it’s not just a sci-fi anthology. It’s a challenging animation showcase that goes to brave, impossible places for an anthology series. Despite the seemingly selective nature of its title, it feels like nothing is off limits in Love, Death + Robots season 4. This season is more playful than ever as it asks the audience to consider technology and eternity through endlessly diverse lenses. This energy is palpable here, with another collection of impressive, intelligent, and unpredictable animated short films. Love, Death + Robots excels with its original stories, but this season also ambitiously expands upon some of its previously built universes. Jennifer Yuh Nelson’s “Spider Rose” is a masterful follow-up to Volume 3’s “Swarm,” which follows a grieving Mechanist who receives a new companion and another shot at vengeance against the assassins who killed her husband. This is a sequel story that doesn’t just repeat the hits or gratuitously give fans what they want. “Spider Rose” instead finds a fresh, justified angle to return to this world. It’s a surprising yarn about unexpected motherhood as a conflicted character reconsiders everything she thought she knew about herself. Stories like “Spider Rose” challenge the audience and prompt them to change and grow. There’s an emotional throughline to this, but the installment is also rich in chaotic aerial dog fights, ultra gory deaths, and creative, indulgent extremes The Love, Death + Robots episodes that lean into hard science fiction are often the season’s most gripping installments and the entries that will stick with the audience long after they’ve finished. That being said, there are plenty of installments from this fourth batch that are just unabashedly silly. These may be seen as frivolous stories to some audiences, but they’re a testament to Love, Death + Robots’ versatility and that the trio of topics in its title are universal ideas that everyone can enjoy. In addition to “Can’t Stop,” ABGO’s “The Other Large Thing” and “Smart Appliances, Stupid Owners” from The Aaron Sims Company are some of the more overt examples of comedy this season. They’re a welcome balance for the more nihilistic and dour stories from this season that often hit with a ton of bricks. The successful tonal and genre balance that’s achieved across these 10 episodes takes the audience on a fascinating journey. There’s a little bit of everything here in this passionate sci-fi celebration, including a rare live-action segment. One of the season’s most entertaining episodes is the truly unhinged Red Hot Chili Pepper-starring “Can’t Stop.” Not only does this episode mark David Fincher’s directorial return to Love, Death + Robots, but through the conduit of his original love: music videos. “Can’t Stop” looks incredible and turns to an effective marionette aesthetic that’s unlike anything that’s previously been in the anthology series. “Can’t Stop” will ultimately find the audience asking not if Fincher could do this, but why he would want to. It’s such a gonzo experiment that simultaneously is the perfect showpiece for why a series like Love, Death + Robots is necessary. You’re not going to get a piece of storytelling like this on Black Mirror. There’s such a ridiculous, nonsensical energy that governs this short, but it’s also undeniably entertaining and such a fun time. The reason that a series like Love, Death + Robots works is that it makes space for “Can’t Stop” in addition to bleak, dramatic showpieces and action spectacles such as “Spider Rose” and “400 Boys.” Nothing is off limits in this series – this season even incorporates dinosaurs – and this freedom results in remarkable storytelling that’s worth the big swings that get taken, even when they don’t work. “Can’t Stop” is just five silly minutes that aren’t afraid to get weird and indulge in vibes. It also doesn’t hurt that David Fincher is behind this installment, but any chaotic mish-mash music video of this nature is still going to stand out in a series that’s more likely to reference J.G. Ballard and Harlan Ellison than MTV. Love, Death + Robots is a satisfying exploration of science fiction, but it’s also a series that prides itself in its groundbreaking visuals. Every season of Love, Death + Robots has been visually sumptuous, with these new episodes being no exception. Love, Death + Robots seems to be the proudest of its lush, photorealistic segments, like the work that Blur Studio does in “Spider Rose.” These segments don’t disappoint, but Love, Death + Robots has the most fun when it’s willing to indulge in more ambitious and stylized imagery “For He Can Creep” from Japan’s Polygon Pictures or Passion Animation Studios’ “400 Boys” are especially gorgeous.  The latter of these adopts a really impressionistic visual style that’s reminiscent of The Big O’s Art Deco quality. This complements the supernaturally heightened story that’s being told in a hyperbolized universe where gang warfare and a strict bushido-like code are the norm. Factions fight with psychic, electric powers in a world that feels ripped out of a Stephen King story. “400 Boys” is visually rich, but the art style also thematically resonates with the story’s deeper message. It goes to town with its exaggerated aesthetic and creates some truly gorgeous visuals and landscapes in this broken world. The post-apocalyptic wasteland that it crafts is like The Warriors meets Mad Max meets Escape From New York. Destruction plays out on such a massive scale that looks like gorgeous splash panels from a comic. There are setpieces in which warriors rollerblade under the legs of giant babies that they proceed to hack to bits that feel like they’re inspired by Attack on Titan’s epic battles. It’s the complete opposite style of no-holds-barred gladiatorial combat that gets treated like entertainment in “The Screaming of the Tyrannosaur.” Love, Death + Robots triumphs with its fourth season, the likes of which prove that there’s still plenty of gas in this tank. If anything, Love, Death + Robots is willing to get even weirder and break some of its older rules for the sake of fresh storytelling. There are few misfires in this season of 10 episodes, although some certainly hit harder than others. It’s appreciated to get this many episodes and that Volume 4 is longer than the two previous seasons. However, it seems increasingly less likely to return to the cornucopia of content that was the 18-episode Volume 1. It’s also worth pointing out that, while the visuals this season remain immaculate, there are only two animation studios from outside of the United States. Love, Death + Robots’ aim has never specifically been to spotlight international animation. That being said, Love, Death + Robots is at its best when there’s a truly eclectic style to each of its installments.  Love, Death + Robots has another win with Volume 4 and hopefully there are more surreal science fiction stories to come. The season begins with the Red Hot Chili Peppers’ Anthony Kiedis singing “Can’t Stop” and by the end of these 10 episodes you’re left hoping that mantra is also true for Love, Death + Robots. All four volumes of Love, Death + Robots are now streaming on Netflix. Join our mailing list Get the best of Den of Geek delivered right to your inbox! #love #death #robots #season #review

Earlier in April, T-Mobile launched two new mobile family plans intended to replace the Go5G and Go5G Plus services, which included unlimited talk, text, and premium data. The new plans - "Experience Beyond" and "Experience More" - carry over the benefits of Go5G but also tack on new perks like a 5-year fixed price guarantee, a higher mobile hotspot data cap, T-Satellite with Starlink, and more, all at a lower monthly rate.T-Mobile Experience Plans: What They OfferT-Mobile's New Experience Family PlansSee it at T-MobileT-Mobile's Experience plans are currently available as two separate tiers. The "Experience More" plan offers 3 lines for per month with AutoPay, plus taxes and fees. The "Experience Beyond" plan offers 3 lines for per month with AutoPay. The benefits for each plan are as follows:1. T-Mobile Experience More5-year price guaranteeUpgrade-ready every two yearsUnlimited talk and textUnlimited 4G & 5G LTE premium dataNetflixsubscription includedApple TV+ subscription included60GB of high-speed mobile hotspot dataUnlimited text, 15GB of high-speed data in Canada & MexicoUnlimited text, 5GB of high-speed data in 215+ countries & destinationsFull-flight texting and Wi-Fi with streaming where available2. T-Mobile Experience Beyond5-Year price guaranteeUpgrade-ready every yearUnlimited talk and textUnlimited 4G & 5G LTE premium dataT-Satellite with Starlink serviceNetflixsubscription includedApple TV+ subscription includedHuluincludedUnlimited mobile hotspot includedUnlimited text, 30GB of high-speed data in Canada & MexicoUnlimited text, 15GB of high-speed data in 215+ countries & destinationsFull-flight texting and Wi-Fi with streaming where availableWatch & tablet lines just /monthThe "Experience More" plan is more than sufficient for most people, since you get unlimited talk, text, and premium 5G and 4G LTE data for per monthplus a 5 year guarantee and both Netflix and Apple TV+ subscriptions. The 2 year upgrade path is perfectly reasonable since most people don't replace their phone every year.If, however, you do like to be at the forefront of smartphone tech, or you plan to connect an additional device like your tablet or Apple Watch, and/or you travel often, then the "Experience Beyond" plan is an attractive option at per month.Did you know? T-Mobile offers incentives for switching carriersAs part of its Family Freedom initiative, T-Mobile will cover up to per line to help pay off your AT&T and Verizon phonesand a new smartphone when trading in that device. Families score with deals like four flagship smartphones on Us and four new voice lines for just /month on Essentials.These plans with no yearly contract - What does that mean?Not to be confused with your phone's financing planT-Mobile's "Experience" are postpaid plans that don't lock you into any sort of yearly contact, so you are free to cancel your service at anytime. Keep in mind, however, that if you finance a phone through T-Mobile, you are still required to make payments on the phone for however long the contract entails, usually for a length of 24 months. Although you can opt to pay your phone off early, T-Mobile often offers discounts on their phones in the form of bill credits that are applied every month. So, paying a phone off early could mean you forfeit the bill credits for the remainder of the term. As per the norm, common sense dictates that you read the fine print before committing to any form of contractual obligation.Why Should You Trust IGN's Deals Team?IGN's deals team has a combined 30+ years of experience finding the best discounts in gaming, tech, and just about every other category. We don't try to trick our readers into buying things they don't need at prices that aren't worth buying something at. Our ultimate goal is to surface the best possible deals from brands we trust and our editorial team has personal experience with. You can check out our deals standards here for more information on our process, or keep up with the latest deals we find on IGN's Deals account on Twitter.Eric Song is the IGN commerce manager in charge of finding the best gaming and tech deals every day. When Eric isn't hunting for deals for other people at work, he's hunting for deals for himself during his free time. #tmobile039s #new #experience #plans #offer

Machine learning engineeringinvolves developing, tuning, and deploying machine learning systems that require iterative experimentation, model optimization, and robust handling of data pipelines. As model complexity increases, so do the challenges associated with orchestrating end-to-end workflows efficiently. Researchers have explored the automation of MLE tasks using AI agents to handle these demands. Large Language Models, particularly those with strong coding and problem-solving abilities, have shown potential to enhance this process significantly. Their role in automating structured workflows is now being tested through rigorous benchmarks and environments tailored to emulate real-world MLE scenarios. A primary hurdle in automating machine learning engineering lies in the work’s inherently iterative and feedback-driven nature. Tasks such as hyperparameter tuning, model debugging, and data preprocessing cannot be resolved in one step; they require repeated modifications and evaluations. Traditional evaluation tools for AI models often rely on static datasets and do not allow for real-time error feedback or interactive problem-solving. This limitation prevents LLM agents from learning through trial and error, an essential component for mastering engineering tasks that evolve or require multiple attempts for success. Earlier tools to evaluate LLMs in engineering or coding tasks have mostly focused on individual subtasks or isolated challenges. These include tools like MLAgentBench and DSBench, which rely on narrow test cases sourced from Kaggle competitions or synthetic datasets. While they cover more than basic tasks, they do not enable agents to perform code execution, debugging, or results interpretation in a live setting. Other environments, like SWE-Gym, focus exclusively on software engineering and lack support for machine learning-specific workflows. These limitations have slowed the creation of versatile, high-performing MLE agents that can handle real-time project complexities. Researchers from Georgia Institute of Technology and Stanford University have introduced MLE-Dojo, a framework with an interactive environment that connects LLM agents with real-world machine learning tasks derived from over 200 Kaggle competitions. This framework supports tabular data analysis, computer vision, natural language processing, and time-series forecasting challenges. Research introduced MLE-Dojo to allow agents to write, execute, and revise code in a sandboxed, feedback-rich setting. The goal was to replicate the interactive cycles that human engineers follow, enabling structured learning for agents. The environment includes pre-installed dependencies, evaluation metrics, and supports supervised fine-tuning and reinforcement learning strategies. MLE-Dojo’s structure consists of modular components that support a wide range of MLE challenges. Each task runs within its own Docker container, isolating it for safety and reproducibility. Agents interact with the environment through a Partially Observable Markov Decision Process, receiving observations, performing actions, and gaining rewards based on performance. The environment supports five primary action types: requesting task information, validating code, executing code, retrieving interaction history, and resetting the environment. It also provides a detailed observation space that includes datasets, execution results, and error messages. The agent receives structured feedback after every interaction, allowing for step-wise improvement. This modular setup helps maintain interoperability and simplifies adding new tasks to the system. The evaluation included eight frontier LLMs—Gemini-2.5-Pro, DeepSeek-r1, o3-mini, GPT-4o, GPT-4o-mini, Gemini-2.0-Pro, Gemini-2.0-Flash, and DeepSeek-v3—across four core machine learning domains. Gemini-2.5-Pro achieved the highest Elo rating of 1257, followed by DeepSeek-r1 at 1137 and o3-mini at 1108. Regarding HumanRank, Gemini-2.5-Pro led with 61.95%, indicating its superior performance over human benchmarks. Models like GPT-4o-mini executed code only 20% of the time, adopting conservative strategies, while o3-mini performed executions in over 90% of the cases. The average failure rate for Gemini-2.5-Pro remained the lowest across validation and execution phases, reinforcing its robustness. Among domains, computer vision posed the greatest challenge, with most models scoring under 60 in HumanRank. Reasoning models generally produced longer outputs and maintained stronger performance consistency across iterations. The research highlights the difficulty of applying LLMs to full machine learning workflows. It outlines a comprehensive solution in MLE-Dojo that enables learning through interaction, not just completion. MLE-Dojo sets a new standard for training and evaluating autonomous MLE agents by simulating engineering environments more accurately. Check out theTwitter and don’t forget to join our 90k+ ML SubReddit. NikhilNikhil is an intern consultant at Marktechpost. He is pursuing an integrated dual degree in Materials at the Indian Institute of Technology, Kharagpur. Nikhil is an AI/ML enthusiast who is always researching applications in fields like biomaterials and biomedical science. 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