Hallucinations are a persistent problem in healthcare. Here's how GSK is using test-time compute scaling to improve its gen AI systems.Read More

Elon Musks acquisition of Twitter has resulted in a federal lawsuit by the Securities and Exchange Commission alleging that he broke securities laws with a late disclosure, and saved $150 million in the process. Before Musk agreed to buy Twitter for $44 billion, before he tried to back out of that deal, before he was forced to go through with it, and before he changed its name to X, he started by acquiring a substantial stake in the company but didnt reveal that fact until weeks later.The only problem, as the SEC pointed out then, is that by the time he disclosed that stake, it was outside the agencys required 10-day window. They claim that he shouldve filed his paperwork by March 24th, 2022, instead of when he actually did, on April 4th (and then again on April 5th). During that period, they say he purchased more than $500 million in shares of the company.However, with only a few days left before the Trump administration takes over and installs a new head of the SEC (along with Elon Musk reportedly snagging an office in the White House complex), its unclear how far the lawsuit will go.The SEC claims Musk cost investors at least $150 million due to the late disclosure and that he harmed any investors who sold stock between March 25th, 2022, and April 1st, 2022. Its lawsuit is seeking the money Elon made as a result of holding off on the disclosure, as well as a civil penalty and other punishments.

Mathematical reasoning has long been a significant challenge for Large Language Models (LLMs). Errors in intermediate reasoning steps can undermine both the accuracy and reliability of final outputs, which is particularly problematic for applications requiring precision, such as education and scientific computation. Traditional evaluation methods, like the Best-of-N (BoN) strategy, often fail to capture the intricacies of reasoning processes. This has led to the development of Process Reward Models (PRMs), which aim to provide detailed supervision by evaluating the correctness of intermediate steps. However, building effective PRMs remains a difficult task, primarily due to challenges in data annotation and evaluation methodologies. These obstacles highlight the need for models that better align with robust, process-driven reasoning.The Alibaba Qwen Team recently published a paper titled Lessons of Developing Process Reward Models in Mathematical Reasoning. Alongside this research, they introduced two PRMs with 7B and 72B parameters, part of their Qwen2.5-Math-PRM series. These models address significant limitations in existing PRM frameworks, employing innovative techniques to improve the accuracy and generalization of reasoning models.Central to their approach is a hybrid methodology that combines Monte Carlo (MC) estimation with a novel LLM-as-a-judge mechanism. This integration enhances the quality of step-wise annotations, making the resulting PRMs more effective in identifying and mitigating errors in mathematical reasoning. The models have demonstrated strong performance on benchmarks like PROCESSBENCH, which tests a models ability to pinpoint intermediate reasoning errors.Technical Innovations and BenefitsThe Qwen teams methodology involves generating multiple solutions for mathematical problems using fine-tuned LLMs and evaluating the correctness of each step through a dual approach. This method addresses the limitations of traditional MC estimation, which often produces inaccurate labels due to its reliance on future outcomes.Key innovations include:Consensus Filtering: This mechanism retains data only when both MC estimation and LLM-as-a-judge agree on step correctness, significantly reducing noise in the training process.Hard Labeling: Deterministic labels, verified by both mechanisms, enhance the models ability to distinguish valid from invalid reasoning steps.Efficient Data Utilization: By combining MC estimation with LLM-as-a-judge, the consensus filtering strategy ensures high-quality data while maintaining scalability. This approach enables the development of PRMs that perform well even with smaller datasets.These innovations facilitate the creation of PRMs that are not only accurate but also robust, making them suitable for applications such as automated tutoring and complex problem-solving.Results and InsightsThe Qwen2.5-Math-PRM models demonstrated strong results on PROCESSBENCH and other evaluation metrics. For example, the Qwen2.5-Math-PRM-72B model achieved an F1 score of 78.3%, surpassing many open-source alternatives. In tasks requiring step-wise error identification, it outperformed proprietary models like GPT-4-0806.The consensus filtering approach played a crucial role in improving training quality, reducing data noise by approximately 60%. While MC estimation alone can be helpful, it is insufficient for accurately labeling reasoning steps. Combining MC estimation with LLM-as-a-judge significantly enhanced the models ability to detect errors, as reflected in improved PROCESSBENCH scores.The Qwen2.5-Math-PRM series also emphasized step-level evaluation over outcome-based BoN strategies. This shift addressed the shortcomings of earlier models, which often prioritized final answers at the expense of reasoning accuracy.ConclusionThe introduction of the Qwen2.5-Math-PRM models represents meaningful progress in mathematical reasoning for LLMs. By addressing challenges in PRM development, such as noisy data annotation and process-to-outcome biases, the Alibaba Qwen Team has provided a practical framework for improving reasoning accuracy and reliability. These models not only outperform existing alternatives but also offer valuable methodologies for future research. As PRMs continue to advance, their application in broader AI contexts promises to enhance the reliability and effectiveness of machine reasoning systems.Check out the Paper and Models on Hugging Face. All credit for this research goes to the researchers of this project. Also,dont forget to follow us onTwitter and join ourTelegram Channel andLinkedIn Group. Dont Forget to join our65k+ ML SubReddit.(Promoted) Asif RazzaqAsif Razzaq is the CEO of Marktechpost Media Inc.. As a visionary entrepreneur and engineer, Asif is committed to harnessing the potential of Artificial Intelligence for social good. His most recent endeavor is the launch of an Artificial Intelligence Media Platform, Marktechpost, which stands out for its in-depth coverage of machine learning and deep learning news that is both technically sound and easily understandable by a wide audience. The platform boasts of over 2 million monthly views, illustrating its popularity among audiences. Meet 'Height':The only autonomous project management tool (Sponsored)

Fine-Tuning a Pre-trained LLM for Sentiment Classification 0 like January 14, 2025Share this postAuthor(s): Dimitris Effrosynidis Originally published on Towards AI. Optimizing results with minimal effortThis member-only story is on us. Upgrade to access all of Medium.Image by author.In a previous tutorial, Traditional vs. Generative AI for Sentiment Classification, we predicted the sentiment of product reviews from the Flipkart Customer Review dataset.We compared several methods:Logistic Regression with TF-IDF: A simple yet effective baseline using term-frequency-based features for classification.Logistic Regression with Pretrained Embeddings: Utilize advanced embedding models like all-MiniLM-L6-v2 to generate semantic representations for training a classifier.Zero-shot Classification: Perform classification without labeled data by leveraging cosine similarity between document and label embeddings.Generative Models: Explore generative language models like Flan-T5, which classify text by generating responses based on a prompt.Task-Specific Sentiment Models: Leverage fine-tuned sentiment models like juliensimon/reviews-sentiment-analysis for domain-specific performance.Here are the results of that experiment:Image by author.In this tutorial, we will fine-tune the Task-Specific Sentiment Model (juliensimon/reviews-sentiment-analysis) and see if its 0.79 accuracy will improve.To get the complete code, visit my GitHub portfolio.If you run this code on Google Colab (or any other cloud platform), please ensure that all necessary dependencies are installed.Run the following code block to install the required packages:%%capture!pip install datasets transformers sentence-transformers evaluateWe will use the same dataset and the same pre-processing as the previous tutorial.import pandas as pdimport numpy as Read the full blog for free on Medium.Join thousands of data leaders on the AI newsletter. Join over 80,000 subscribers and keep up to date with the latest developments in AI. From research to projects and ideas. If you are building an AI startup, an AI-related product, or a service, we invite you to consider becoming asponsor. Published via Towards AITowards AI - Medium Share this post

Right now, Amazon and Best Buy are offering the current generation Apple iPad Mini (A17 Pro) for only $399.99 shipped after a $100 (20% off) discount. That matches the best deal I saw during Black Friday 2024. If you're looking for an iPad that's both powerful and pocketable, this is your best pick.2024 Apple iPad Mini (A17 Pro)iPad Mini (A17 Pro)The iPad Mini may be the most diminutive tablet of the bunch, but that doesn't mean it's hindered in any way. This is the most compact and portable iPad measuring 7.7" long, 5.3" wide, and only 0.25" thin. The compact form factor still packs in a gorgeous 8.3" Liquid Retina display with True Tone, P3 Wide Color, and ultra-low reflectivity. The new iPad Mini was released in October of 2024 and features some pretty significant improvements over its predecessor, including a more powerful A17 Pro processor, double the base storage capacity, an updated faster Wi-Fi 6e protocol, a USB Type-C port that offers faster charging, and compatibility with the newer Apple Pencil Pro and Apple Pencil (USB-C), and upcoming support for Apple Intelligence.Looking for More iPad Resources?If you're not sure which iPad is best for you, we have an iPad guide which details which iPad is ideal for which use case. If you intend want to get an iPad for schoolwork, we have an iPad guide for students as well. If you're looking for options outside of iOS, check out the best Android tablets of 2025.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.

Apple Watch Ultra 3 is coming later this year. It will reportedly feature satellite connectivity, 5G cellular, and high blood pressure detection. But the thing that might win me over isnt hardware, and it isnt even actually new at all.Ultra-exclusive watch faces are a big drawLast fall, Apple Watch Series 10 arrived with a display thats just as large as what the Ultra offersbut for nearly half the price.I bought the Series 10 and have worn it gladly every day since. But theres one big shortcoming thats been a disappointment: the lack of watch faces that take advantage of its large display.Apple Watch Ultra offers two such faces:Modular UltraWayfinderThe former face is especially of interest to me.Modular Ultra lets you set seven complications, plus six options for customizing how the time is displayed, and even a special area around the edges to show more data.Its the face I want on my Series 10, but cant get.And its the face that might just get me to switch to the Apple Watch Ultra 3 this year.Before I get there though, let me share my thinking that led to the Series 10 purchase in the first place.Apple Watch Series 10 brought the hypeWhen Apple unveiled its new Watch lineup in September, the Apple Watch Ultra 3 was notably absent. Instead of releasing a new Ultra model, Apple just gave the existing Ultra 2 a black color option.As beautiful as the black Ultra 2 is, I was in the market for a new Watch, and buying a year-old model wasnt in the cards.If the Apple Watch Series 10 had been a minor update, I could have been tempted by the Ultra 2. But instead, Series 10 brought:a thinner designlarger screensS10 chipfaster chargingmore frequent always-on refreshesand wide-angle OLEDWhat did the Apple Watch Ultra get?A new color.Its easy to see why the Series 10 was my quick choice.Switching to Apple Watch Ultra 3 for one (old) featureAs much as Ive enjoyed my Apple Watch Series 10, the lack of large screen-optimized watch faces continues to bug me.So much so that Im considering switching to the Ultra 3 this year.The new Ultra 3 features sound solid. Im sure more details will trickle out over the months leading up to September. We should get a new chip, maybe better battery life even.But the main draw of the Ultra 3 for me will be that Modular Ultra face.Watch faces are the heart of watchOS. Your watch face is more important than, say, your iPhones Home Screen.In most cases, the vast majority of Watch interactions involve the watch face.Glancing at the time, at widgets, launching appsall of these happen from the watch face.So getting the best possible face, one that takes advantage of a large display, is especially importantat least for me.Id love to hear that Apple is going to bring new faces to watchOS 12 that power up the Series 10 model. If that happens, I may stick with my current Watch.But if nothing changes, the Apple Watch Ultra 3 and its exclusive watch faces will be calling my name come September.What factors influence your Apple Watch purchase decisions? Let us know in the comments.Best Apple Watch accessoriesAdd 9to5Mac to your Google News feed. FTC: We use income earning auto affiliate links. More.Youre reading 9to5Mac experts who break news about Apple and its surrounding ecosystem, day after day. Be sure to check out our homepage for all the latest news, and follow 9to5Mac on Twitter, Facebook, and LinkedIn to stay in the loop. Dont know where to start? Check out our exclusive stories, reviews, how-tos, and subscribe to our YouTube channel

"Feels surreal to be homeless after living in so much abundance and beauty."Foundation ModelKieth Wasserman, a wealthy Los Angeles-based real estate mogul and Elon Musk fanboy, became the target of widespread mockery after begging for "private firefighters" to come protect his home as the city was being ravaged by wildfires last week.Netizens accused the real estate investment company cofounder and CEO of becoming the poster child of late-stage capitalism, pointing out he had previously called for cutting taxes something that would put additional strain on publicly-funded firefighters.Unfortunately for Wasserman, his pleas were to no avail. His home in the Palisades neighborhood burned down to the ground, according to online records examined by the New York Post."I feel like I lost a part of my soul losing our home that [my wife] spent so much time meticulously creating for our family," he wrote in a Facebook post. "I miss the Palisades so much. Feels surreal to be homeless after living in so much abundance and beauty."Now, Wasserman is looking for housing."If you know of any available for rent in Santa Monica, Brentwood, Beverly Hills, Holmby Hills, or Cheviot Hills that is 4br+ please let us know as it is a feeding frenzy to try to find alternative housing," he wrote.Feeding FrenzyOf course, thousands of less privileged residents are in a far more dire situation, with experts predicting an even worse housing crisis in the area following the fires.Worst of all, housing in the LA areawas already notoriously expensive. Now that thousands of homes have been burned down, residents are worried about skyrocketing rents and home prices."Dozens and dozens of people are going after the same properties," Compass real estate agent David Berg told the LA Times. "Since Tuesday afternoon, our phones have rung hundreds of times."Fortunately,California forbids landlords from raising rents by more than ten percent following an emergency like this month's fires.But whether that actually stops profiteering remains to be seen, with many arguing that those rules aren't being effectively enforced."Some of the properties, they add up almost 50 percent to the rent," real estate agent Heidi Jensen told the LA Times. "I think its just so unethical and not nice to do this with people that are in need."Share This Article

All products featured on Architectural Digest are independently selected by our editors. However, when you buy something through our retail links, we may earn an affiliate commission.In our search for the best shower curtains, we found theres more to consider than just how it will prevent water from splashing onto your floor. Taking up a significant amount of visual real estate in your bathroom, they can define the entire style of the space.The bathroom may not be the first space in your home youd think to decorate, but it is one youll spend a lot of time in. Finding a shower curtain that marries together style and functionality can quickly take the space from dingy to spa-like. Going for a minimalist look? Amp up neutral hues by playing with texture, like a waffle weave or sleek vinyl shower curtain. If bright colors are more your vibe, opt for a vibrant shower curtain to serve as the focal point for your bathroom.No matter your interior design style, a high-quality shower curtain is a must. Feeling refreshed after a shower isnt quite as relaxing if youre worried about mildew buildup or water dripping everywhere. Between fabric, plastic, and water-resistant picks, weve collected a lineup of effective shower curtains that are also a breezy way to revamp your bathroom decor.Top Picks:Best Overall: Boll & Branch Organic Cotton Waffle Shower Curtain, $109 at Boll & BranchBest Printed: Henri Matisse The Pink Studio Shower Curtain by Jon Baran, $47 at Society6Best Linen: Quince European Linen Shower Curtain, $50 at QuinceBest Modern: Quiet Town Sun Shower Curtain, $42 at West ElmBest Budget: West Lake Blue White Vertical Stripe Shower Curtain, $17 at AmazonBest Abstract: CB2 Abstract Shower Curtain, $70 at CB2Boll & Branch Waffle Shower CurtainRachel FletcherRachel Fletcher1/31Boll & Branch Organic Cotton Waffle Shower CurtainThis waffle weave shower curtain feels substantial and adds texture while still sticking to neutral tones. Our commerce director Rachel Fletcher calls it her Tried and true, perfectly perfect, classic white shower curtain. Its available in both white and a very light gray, both of which would make a space feel open and airy. Plus, Boll & Branch makes some of the best bath towels weve come across, so you can outfit your whole space in one go. And if you're looking to keep your curtain looking fresh, follow this tip from Rachel: I pair it with a washable liner and bleach every few months to keep it looking good as new.Material: CottonDimensions: 73x73.5"Machine washable? YesHenri Matisse The Pink Studio Shower Curtain2/31Henri Matisse The Pink Studio Shower Curtain by Jon Baran Art history buffs and museum dwellers alike will appreciate this design. The vibrant option pays homage to Henri Matisses 1911 oil painting The Pink Studio.Material: PolyesterDimensions: 71x74"Machine washable? YesQuince European Linen Shower Curtain3/31Quince European Linen Shower CurtainLinen makes any room feel a little more natural and beachy, but it can also get pricey. Quinces lower-priced (but still high-quality) linen shower curtain is substantial and prewashed for optimal softness.Material: Flax linenDimensions: 72" squareMachine washable? NoBoho Pom Pom Tassel Shower Curtain4/31Boho Pom Pom Tassel Shower CurtainHow do you add flair to a solid color curtain? Pom-poms, of course. Seen here in dark linen, the cotton-blend curtain is also available in light gray and off-white. (The pom-poms are removable, so you can throw the curtain itself into the wash.)Material: CottonDimensions: 72" squareMachine washable? Yes, with pom poms removed before washCrate & Barrel Merrow Stitch Shower Curtain5/31Crate & Barrel Merrow Stitch Black & White Shower CurtainThis organic cotton shower curtain is a minimalist dream. The stitched edges add a striking contrast to make the white feel anything but boring.Material: Cotton and polyesterDimensions: 72" squareMachine washable? YesQuiet Town Sun Shower Curtain6/31Quiet Town Sun Shower CurtainSimple yet eye-catching, this water-resistant Quiet Town pick will add a burst of color to your bathroom. It can be used by itself or as a shower liner if you want more privacy with an opaque shower curtain.Material: EVA PlasticDimensions: 72" squareMachine washable? NoWest Lake Stripe Shower Curtain7/31West Lake Blue White Vertical Stripe Shower CurtainThis water-resistant shower curtain features vertical stripes and comes in four different colorways so that you can match it to your taste. The bright blue adds a bright pop of color while maintaining a subdued nautical feel.Material: PolyesterDimensions: 70x72"Machine washable? YesCB2 Abstract Shower Curtain8/31CB2 Falazo Abstract Shower CurtainThe abstract line design on this shower curtain creates a sense of movement for any minimalist bathroom. Made of 100% organic cotton, its also built to last.Material: CottonDimensions: 72" squareMachine washable? YesBirch Lane Houston Scallop Shower Curtain9/31Birch Lane Houston Shower CurtainScalloped edges invoke a coastal feel, and who wouldnt want their shower to feel as peaceful as lounging by the ocean? Contrast stitching highlights the scalloped detail in four available colors reminiscent of the sea, sky, and sand.Material: Polyster, cotton, viscose, nylonDimensions: 72" squareMachine washable? YesBrooklinen Micro Waffle Shower Curtain10/31Brooklinen Micro Waffle Shower CurtainMirroring their best-selling bath towels, Brooklinens shower curtain features a waffle weave. This texture makes for a fast-drying, lightweight, and durable fabric that will last shower after shower (particularly if you pair it with a shower liner).Material: CottonDimensions: 72" squareMachine washable? YesAnthropologie Lucretia Shower Curtain11/31Anthropologie Lucretia Shower CurtainThis botanical-printed jacquard shower curtain adds a touch of traditional luxury to any bathroom, but we love the contrast with a dark wall. Pair it with a plastic shower curtain liner and itll hang in there the long haul.Material: Cotton jacquardDimensions: 72" squareMachine washable? YesDusen Dusen Curtina Reversible Shower Curtain12/31Dusen Dusen Curtina Shower CurtainConsistently switching up your decor? This bright fabric shower curtain from Dusen Dusen is reversible, so you get two eye-catching designs in one. Plus, you can toss it in the washing machine before youre planning on switching sides.Material: CottonDimensions: 70" squareMachine washable? YesRhode Thistle Shower Curtain13/31RHODE Thistle Shower CurtainCreated in collaboration with lifestyle brand Rhode, this vintage-inspired cotton shower curtain provides both color and texture with its thistle print and ruffled hem. The built-in buttonholes make it a breeze to attach with a set of shower hooks.Material: CottonDimensions: 72x74"Machine washable? YesDakota Fields Suna Linen Shower Curtain14/31Dakota Fields Suna Linen Shower CurtainThis linen shower curtain is another water-repellent pick on this list, meaning itll keep your bathroom dry while adding a touch of bohemian flair. Plus, it comes with 12 hooks, so its ready to hang straight out of the box.Material: LinenDimensions: 84x72", 96x72"Machine washable? YesGeometric Watercolor Shower Curtain15/31Geometric Watercolor Shower CurtainThis polyester shower curtainfrom Etsy is fast-drying, and has many five-star reviews, with satisfied buyers agreeing that the highly photogenic ombre is a handsome choice to brighten up your washroom routine.Material: PolyesterDimensions: 71x74"Machine Washable?: YesPeri Home Panama Shower Curtain16/31Peri Home Panama Shower CurtainStripes and tassles? Yes, please. This Amazon find has racked up more than 250 glowing reviews, like this one: I love the look, the tassels, and the length. The tassels allowed me to hang the curtains higher. The color is exactly what I expected. These curtains brighten up my bathroom. Turns out were not the only ones who appreciate a great shower curtain!Material: CottonDimensions: 72" squareMachine washable? YesTititex Green Eucalyptus Shower Curtain17/31Tititex Green Eucalyptus Shower CurtainIf your bathroom doesnt quite have room for a collection of eucalyptus plants, you can still integrate them into your design with this fresh floral shower curtain. Though you can still pair it with a liner, the curtain itself is completely waterproof so that you dont have to worry about mildew.Material: PolyesterDimensions: 72x72", 36x72", 60x72", 72x78", 72x84"Machine washable? YesAnthropologie Astrid Ruffled Shower Curtain

Subscribe to Nintendo Life on YouTube792kIn case you missed it, the famous video game mascot Lara Croft returns in Tomb Raider IV-VI Remastered next month on Valentine's Day.In the lead up, Aspyr has been showcasing certain aspects of the game, and the latest trailer showcases the many boss battles Lara will encounter across this trilogy of games. Pre-orders for the collection have also gone live on Nintendo's eShop.There's currently a sale as well in selection regions, reducing the game from $29.99 / 26.99 or $26.99 / 24.29 (that's 10% off).Subscribe to Nintendo Life on YouTube792kWatch on YouTube This remastered collection will include not only the original graphics but also the new remastered graphics, which you can once again swap between on the fly. Here's a bit more about each game (via Nintendo.com):Tomb Raider: The Last Revelation Lara Croft discovers the lost tomb of the Egyptian God Set, unwittingly unleashing him and fulfilling an ancient prophecyone that plunges mankind into darkness.Tomb Raider: Chronicles Following the events of The Last Revelation, Lara Croft is buried in an Egyptian tomb and is presumed dead. At her memorial, those closest to her reminisce about secrets from her past.Tomb Raider: The Angel of Darkness Accused of murder, Lara becomes a fugitive on the run, while uncovering a sinister conspiracy involving alchemical experiments and the search for ancient artifacts.In some related news, Aspyr is also releasing Star Wars: Episode I: Jedi Power Battles next week on 23rd January 2025. Smile, LaraFixes, changes, improvements and much moreI've got a bad feeling about thisWill you be grabbing this next Lara Croft collection? Let us know in the comments.Related GamesSee AlsoShare:00 Liam is a news writer and reviewer for Nintendo Life and Pure Xbox. He's been writing about games for more than 15 years and is a lifelong fan of Mario and Master Chief. Hold on there, you need to login to post a comment...Related ArticlesReview: Donkey Kong Country Returns HD (Switch) - Aping A Retro ClassicThat's what you get for not hailing to the chimpTalking Point: Everyone Else Is Busy Revealing Switch 2 - What Gives, Nintendo?It's the notes you don't play

Nvidia has been doubling down on the opportunity to build robotics and other industrial AI applications, with the launch of its Omniverse platform, and most recently Mega, an Omniverse Blueprint framework to create digital twins to operate these applications. Its also investing in digital twin startups to get the effort off the ground. Taiwans MetAI has developed a model that can quickly generate SimReady (simulation-ready) digital twins using AI and 3D technology, by converting CAD files into functional 3D environments within minutes. Now Nvidia is backing MetAI in its first round of funding, a $4 million seed round that becomes the chip giants first investment into a Taiwanese startup. Others in the round are a mix of other strategic and financial investors, including Kenmec Mechanical Engineering, Solomon Technology, SparkLabs Taiwan, Addin Ventures, and Upstream Ventures.The next wave of AI,known asgenerative physical AI, relies on physically accurate simulated environments to train and validate robots used in autonomous systems, to build operational AI before deployment. MetAI contends that the digital twins that it helps create will be central to that effort. Digital twins have long been seen as a barrier to entry for physical AI due to the months or even years of effort required for development, said Daniel Yu, CEO and co-founder of MetAI, in an interview.MetAI focuses on AI-powered digital twins tailored to advanced semiconductor fabs, smart warehousesand automation. It also generates synthetic data within AI-enabled digital twin environments.Renton Hsu, Yus co-founder and the CTO of MetAI, has a background in 3D engineering and AI, and he first got to working with digital twins while building enterprise AI software applications: they were used as a practical workaround in situations where clients lacked enough data to train their systems. He then realised he could apply the same to 3D systems, integrating 3D technology with AI to develop synthetic AI and 3D solutions, joining forces with Yu (who comes to the startup with experience in digital transformation projects) and a third co-founder, Dave Liu (COO), to start MetAI. The breakthrough was enough to win first place in a a competition run by Nvidia, making Hsu a Jetson AI ambassador for the country. MetAIs competitors are the range of large and small companies that have built digital twin technologies for manufacturing. They include Siemens Digital Industries, Dassault Systemes, Hexagon AB, Duality AI, and Intagles. In the synthetic data sector, there are scores of companies, including Sky Engine and Scale AI.MetAI believes that it has a unique approach compared to all of these. Unlike competitorsthat prioritizeoperational efficiencies or IoT integrations, MetAI leverages generative models and AI-driven layouts to create digital twins designed for physical AI training and implementation in real-world operations, Yu said. This approach not only accelerates the creation of digital twins but also ensures their direct usability for advanced automation systems like robotics, bridging the gap between simulation and reality.MetAI differentiates itself by producing artificial data within its AI-enabled digital twin environments. Yu noted that it enables users to generate synthetic data customized for specific operational requirements, facilitating AI training and validation. Instead of creating isolated datasets, MetAI builds dynamic virtual worlds (i.e., world simulators) realistic virtual environments that operate exactly like the real world, he said.Collabs with Nvidia and KenmecThe two-year-old startup whose products range from vertical AI agents through to digital twins has a handful of customers and is already generating revenues by partnering with enterprises in the manufacturing and automation industries, and this year it expects to bring in $3 million from a single project, Yu said.Revenueis derivedfrom project-based income, product subscriptions, and licensing fees from ongoing developments, he added.MetAIs integration with NVIDIA Omniverse represents a transformative step forward for industrial digital twins and physical AI in simulations,Nico Caprez, corporate development manager at Nvidia, said in a statement. Their ability to create scalable environments for AI training will potentially set a new standard for industries ranging from manufacturing to robotics.In 2023, MetAI collaborated with Kenmec to create digital twins for automated warehouses. MetAIs technology claims to have drastically reduced the time needed for warehouse digital twin simulations from thousands of hours to just 3 minutes, resulting in significant savings in operational and verification tasks.With the latest funding, MetAI plans to expand its R&D team for faster development and execution of its go-to-market strategies to meet growing demand. On top of that, the Taiwan-based startup intends to establish a U.S. office and relocate its headquarters in the second half of 2025, Yu told TechCrunch.Taiwan serves as our testing ground, where we collaborate with Taiwanese industry leaders to integrate deep vertical knowledge into our models, ensuring our solutions are both robust and scalable, Liu said.Given its size and the demand for simulation-driven solutions, we are expanding the U.S. market due to high labor costs and operational complexities. Our expansion strategy focuses on providing both pointsolutionsand end-to-end solutions, including SaaS offerings and vertical AI agents designed for rapid implementation in real-world scenarios within these industries.