Games with post-apocalyptic settings are seemingly a dime a dozen these days, but VG Entertainments Forest Reigns sets itself apart with its forest. Alive and dynamic, it reacts to your actions and can either be a hindrance or a valuable tool. In a new deep dive video, the developer outlines various ways to leverage the forest.Working alongside the Citizens to rescue their scout leader from a bandit-like faction, the MQA. You can opt for the direct approach, accompanied by squad members. By shooting the forests roots, you can create cover. Shooting exploding blisters can force enemies out from cover, though you must be careful of blade grass. Another cool feature is a bush that reflects bullets, allowing you to slay enemies without exiting cover.Alternatively, one can opt for the stealthy approach. Venturing out at night with a suppressed weapon and no backup makes entering the MQAs base challenging. Fortunately, by harvesting from a plant and using it as a springboard, you can surmount the wall and silently eliminate enemies. Maybe open the gate so the wild boars roaming outside can cause chaos.Or you could explore the environment and discover things like a gas mask to enter the underground tunnels with toxic pollen. Survive, and you can breach the MQA from its basement.Forest Reigns is coming to PC, though theres no release date. Head here for our interview with the developer.

Hazelight Studios has released a new trailer for its latest co-op action-adventure title, Split Fiction. Available for Xbox Series X/S, PS5, and PC, its received extensive praise from critics. Check out the positive impressions in the trailer, or read our review here.Split Fiction revolves around Mio and Zoe, two unpublished authors trapped in a simulation. Working together to survive, they traverse each others worlds, from sci-fi to fantasy, resulting in various co-op scenarios with different gameplay mechanics. Director Josef Fares estimates 12 to 14 hours to complete the main story, though theres plenty of side content to plow through.While the budget is almost double that of It Takes Two, Split Fiction has been a much bigger success. It sold two million copies in its first week and became Electronic Arts second-biggest launch on Steam ever. If that wasnt enough, its the first title from the publisher to achieve a 90+ Metascore in 13 years.

France's Mistral AI launches efficient open-source model that outperforms Google and OpenAI offerings with just 24 billion parameters, challenging U.S. tech giants' dominance in artificial intelligence.Read More

After decades of relying on Googles ten blue links to find everything from travel tips to jeans, consumers are quickly adapting to a completely new format: AI chatbots that do the searching for them.According to new research from Adobe, AI search has become a significant traffic channel for retailers. The company analyzed more than 1 trillion visits to U.S. retail sites through its analytics platform, and conducted a survey of more than 5,000 U.S. respondents to better understand how people are using AI.The report says AI search referrals surged 1,300 percent during the 2024 holiday season compared to 2023, with Cyber Monday seeing a 1,950 percent jump. While these are dramatic increases, its somewhat expected, since AI search was still in its nascency last year.Whats more interesting is the engagement metrics: Users who are referred from AI search compared to traditional referrals (like a standard Google or Bing search) tend to stay on the site 8 percent longer, browse through different pages 12 percent more, and are 23 percent less likely to just visit the link and leave (or bounce). This could suggest that AI tools are directing people to more relevant pages than traditional search.The roll out of generative AI search tools hasnt been perfect, and it wasnt immediately clear whether it would be a helpful tool or not. Its been almost a year since Google launched AI Overviews (formerly dubbed the Search Generative Experience or SGE). It quickly got messy: telling users to add some glue to their pizza in order to get the cheese to stick or to eat at least one small rock a day, and claiming that former President Barack Obama was the first Muslim president were some of the odd mistakes it made early on.Theres also Perplexity, a fledgling startup now valued at a whopping $9 billion, which provides AI search via a chatbot (with advertising baked in) and has been mired in controversy. Last June, a Forbes editor alleged that the startup had wholesale plagiarized his teams reporting thanks to a new Perplexity feature that generates a web page on any topic. At the time, CEO Aravind Srinivas said that the product has rough edges and it will improve with feedback over time. Not everyone took kindly to that defense: Forbes threatened to sue, while News Corp is actively suing for copyright infringement.Despite early issues, OpenAI also launched its own search feature last year within its flagship product, ChatGPT. Perhaps learning from the mistakes made by Google and Perplexity, OpenAI announced the launch of its search feature as a prototype, hoping to reduce the number of weird edge cases that could potentially go viral. It also came with a slew of media partnerships (including Vox Media, the parent company of The Verge) and a press release that emphasized how publishers had control of how their work surfaced in ChatGPT.For now, it seems like AI search is here to stay and consumers are molding it to their needs. The accompanying survey by Adobe of 5,000 consumers found that 39 percent of those respondents use AI search for online shopping, 55 percent use it to do research (which Ive also said is my main use case), and 47 percent use it to find recommendations on what to buy. These kinds of statistics tend to make advertisers salivate. But while Perplexity and Google bake in ads alongside AI search results, OpenAI doesnt. Per TechCrunch, OpenAI CEO Sam Altman has said the company would put ads in ChatGPT as a last resort because he thinks ads-plus-AI is sort of uniquely unsettling. CFO Sarah Friar has said the startup was considering implementing ads (which a company spokesperson later walked back). While OpenAI could really use the ad revenue since its products are cash-burning machines, that isnt the future consumers want and the lack of ads might be whats drawing them to AI search in the first place.Even though its still early days, AI search has clearly caught consumers attention as they experiment with this new way to find things online. Many critics feel traditional search has been broken for years, clogged with ads and SEO spam. AI search is emerging as the potential fix if it can avoid the same corrupting forces.See More:

Over the weekend, a number of Roku device owners noticed an irksome new advertising method from the company: a trailer for Moana 2 began playing before they could even access the Roku homescreen. Ars Technica reported on the situation, which has been called out in a few different Reddit threads.The reaction among customers, as you might imagine, is overwhelmingly negative. Its worth remembering that Roku makes the bulk of its revenue from advertising not bargain-bin priced streaming hardware. But just like Amazon before it, Roku is discovering that its easy to turn the ads dial too far.Ill take the banner ads, but Ill be damned if Im gonna put up with a video loading when loading up my Roku, one Redditor wrote. Just turned on my TV to see a video open on the homescreen and play some trailer? I hope this was a fluke, another person posted to Rokus community forum. I trashed all of my Amazon boxes years ago because of this garbage. If it keeps up, my Rokus will be next. People tend to get incensed when you make them watch a video ad just to use a product.Rokus advertising business fuels the bulk of its revenue. Image: RokuOn the companys most recent earnings call, Roku founder and CEO Anthony Wood discussed the balancing act of trying to evolve ad presentation without ruining what he sees as an iconic homescreen. Our strategy of making better use of our homescreen is not just about putting a marquee video ad on the homescreen. We are very careful about putting ads on our homescreen, he said. Were very focused on both driving more monetization but also driving increased customer satisfaction. We have a very iconic homescreen, consumers love it. We have no intention of breaking it.Roku first started moving beyond static homescreen ads last year. This is also the company that has explored the idea of inserting ad overlays for plugged-in HDMI devices, which would extend Rokus reach beyond its own players. In a statement to Ars Technica, Roku steered clear of admitting that it mightve gone overboard here, saying that the company has and will always require continuous testing and innovation across design, navigation, content, and our first-rate advertising products. The Moana startup ad is apparently an example of new ways to showcase brands and programming while still providing a delightful and simple user experience. From the feedback so far, customers seem to view this as anything but delightful.Google and Amazon arent shy about putting ads in your face, either. Photo by Chris Welch / The VergeWhether its Amazon, Google, or Roku, theyre all constantly trying to feel out just how much customers are willing to tolerate in exchange for affordable streaming gadgets. But these ads often extend to pricier hardware as well. A couple weeks ago, I saw a full-screen Starbucks ad on the Google TV homescreen of my Hisense U8N, which retails for over $900. Not ideal, but this is how it goes now.Your options are to ignore the ads and go about your day, switch to a product like the Apple TV 4K, or use third-party tools in the hopes of avoiding the advertising machine altogether. But be warned: some Roku customers think the company might be finding ways to thwart solutions like Pi-hole.See More: News

Machine learning has expanded beyond traditional Euclidean spaces in recent years, exploring representations in more complex geometric structures. Non-Euclidean representation learning is a growing field that seeks to capture the underlying geometric properties of data by embedding it in hyperbolic, spherical, or mixed-curvature product spaces. These approaches have been particularly useful in modeling hierarchical, structured, or networked data more efficiently than Euclidean embeddings. The field has witnessed significant advancements with new tools and algorithms to facilitate these complex representations.A significant challenge in this domain is the lack of a unified framework integrating different approaches to non-Euclidean representation learning. Current methodologies are often dispersed across multiple software packages, creating inefficiencies in implementation. Many existing tools cater to specific types of non-Euclidean spaces, restricting their broader applicability. Researchers require a comprehensive and accessible library that enables seamless embedding, classification, and regression while maintaining compatibility with established machine learning frameworks. Addressing this gap is crucial for advancing non-Euclidean machine learning research and applications.Several tools have been introduced to facilitate manifold-based machine learning. Geoopt, a Python package, provides Riemannian optimization for non-Euclidean manifolds, but its functionality is limited. Other implementations focus on hyperbolic learning but lack consistency, resulting in fragmented methodologies. The absence of a unified, open-source toolset that bridges these gaps has made non-Euclidean machine learning less accessible to a broader research community. A more comprehensive framework is needed to enable smooth adoption and integration of non-Euclidean learning methods.A research team from Columbia University introduced Manify, an open-source Python library designed to address the limitations of existing non-Euclidean representation learning tools. Manify extends beyond current methodologies by incorporating mixed-curvature embeddings and manifold-based learning techniques into a single package. It is built upon Geoopt, enhancing its capabilities by allowing the learning of representations in products of hyperbolic, hyperspherical, and Euclidean component manifolds. The library facilitates classification and regression tasks while enabling the estimation of manifold curvature. By consolidating multiple non-Euclidean learning techniques into a structured framework, Manify provides a robust solution for researchers working with data that naturally exists in non-Euclidean spaces.Manify comprises three primary functionalities: embedding graphs or distance matrices into product manifolds, training predictors for manifold-valued data, and estimating dataset curvature. The library integrates multiple embedding methods, including coordinate learning, Siamese neural networks, and variational autoencoders, offering distinct advantages in different applications. Further, it supports various classifiers, such as decision trees, perceptrons, and support vector machines, which have been adapted to work with non-Euclidean data. Manify also features specialized tools for measuring curvature, assisting users in determining the most suitable manifold geometry for their datasets. These capabilities make it a versatile and powerful library for researchers exploring non-Euclidean learning techniques.The performance of Manify has been evaluated across multiple machine learning tasks, demonstrating significant improvements in embedding quality and predictive accuracy. The librarys ability to model heterogeneous curvature within a single framework has reduced metric distortion compared to Euclidean methods. Results indicate that embeddings generated using Manify exhibit superior structural fidelity, preserving distances more accurately than traditional techniques. The library has also demonstrated computational efficiency, with training times comparable to existing Euclidean-based methods despite the increased complexity of non-Euclidean representations. Performance benchmarks reveal that Manify achieves an average improvement of approximately 15% in classification accuracy over Euclidean embeddings, showcasing its effectiveness in manifold-based learning tasks.Manify represents a major advancement in non-Euclidean representation learning, addressing the limitations of existing tools and enabling more precise modeling of complex data structures. By offering an open-source, well-integrated framework, the library simplifies the adoption of manifold-based learning techniques for researchers and practitioners. The introduction of Manify has bridged the gap between theoretical advancements and practical implementation, making non-Euclidean learning methods more accessible to the broader scientific community. Future enhancements could further optimize its capabilities, solidifying its role as a key resource in machine learning research.Check outthe Paper and GitHub Page.All credit for this research goes to the researchers of this project. Also,feel free to follow us onTwitterand dont forget to join our80k+ ML SubReddit. 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. With a strong background in Material Science, he is exploring new advancements and creating opportunities to contribute.Nikhilhttps://www.marktechpost.com/author/nikhil0980/This AI Paper Introduces FoundationStereo: A Zero-Shot Stereo Matching Model for Robust Depth EstimationNikhilhttps://www.marktechpost.com/author/nikhil0980/This AI Paper Introduces BD3-LMs: A Hybrid Approach Combining Autoregressive and Diffusion Models for Scalable and Efficient Text GenerationNikhilhttps://www.marktechpost.com/author/nikhil0980/This AI Paper Introduces R1-Searcher: A Reinforcement Learning-Based Framework for Enhancing LLM Search CapabilitiesNikhilhttps://www.marktechpost.com/author/nikhil0980/This AI Paper Introduces RL-Enhanced QWEN 2.5-32B: A Reinforcement Learning Framework for Structured LLM Reasoning and Tool Manipulation

Online marketplace AliExpress is celebrating its 15th anniversary with a sale thats running from now until March 26, with huge savings on items across the site. Plus, you can get even more money off by entering specific codes at checkout (details below). So we figured now would be a good time to let you know some info about the site and how it works.If youre not familiar with AliExpress, it started in China in 2010 with the goal of connecting products to an audience beyond the borders of their home country. Its a marketplace where manufacturers and wholesalers can list their products directly, allowing users to buy straight from them without involving a bunch of middlemen. Small- and medium-sized businesses get to expand their reach, while buyers save on costs.The site has grown exponentially during its 15 years of existence, serving people across the world. Here are its five best features:Low PricesThis is likely what youll notice first when you visit AliExpress for the first time. Prices tend to be lower across the board, but on top of that, the home page features a revolving door of specific items that are massively marked down. If you visit the Local Delivery page, you can find even more discounts on products shipped from local warehouses. You can scroll all the deals currently on offer or click on individual categories to filter things.For the current anniversary sale, prices are particularly low. And if you add these discount codes at checkout, you can save even more (only one code is useable per order, and these are only good until March 31):Code: IFP8WNN for $3 off orders of $19+Code: IFPQHLH for $6 off orders of $39+Code: IFP3TXY for $15 off orders of $89+Code: IFP7FJZ for $25 off orders of $159+Code: IFPI3V5 for $40 off orders of $269+Code: IFPD5NS for $50 off orders of $359+Code: IFPPVZR for $70 off orders of $469+Code: IFPRZAZ for $100 off orders of $599+Wide Range of ProductsSpeaking of categories, AliExpress has lots of them, including electronics, fashion, jewelry, home & lifestyle, and lots more. Whatever youre in the market for, chances are pretty good you can find it. Theres listings for everything from ergonomic chairs to gaming consoles to vacuum cleaners. If youre looking for a certain category, you can use the dropdown menu in the top left corner of the home page to see even more options.Quality Protections and Return PolicyOn each product page, you can look in the top right corner to see the name of the seller, where theyre located, and how long theyve been in service. For established sellers, you can also see customer ratings on the sellers communication, shipping speed, and whether the item was as described. As with other online marketplaces, its not possible to guarantee that the item will arrive in working condition or as you expected, so there are protections in place to help with that. If your package was lost, damaged, or took more than 20 days to arrive, you can get a refund. If you suspect an item you received is counterfeit, you can return it for free and get a full refund. If youre not satisfied with your order for another reason, you can send it back within 90 days from when the order was placed or within 15 days from when you received it, depending on where the item was shipped from. And your first return for each order is free.Global ReachWhile AliExpress started in China and predominantly works with Chinese brands, the products featured on it are not exclusively shipped from there. There are listings from all over the world, which is a big reason why its served more than 150 million users in dozens of countries. There are many items shipped from the United States, which are noted with a special icon on search pages and in the shipping info of the product page. Or you can go to the Local Shipping page and see all items that enjoy fast local delivery.Free ShippingBig Save listings also come with free shipping without minimum purchase requirements or location restrictions. Big Save items will be clearly noted with special icons on search pages, a large red bar on the product page, and another icon in the shipping information section. You can also go straight to the Big Save page, where all listed items have free shipping.

Amazon has the best deal right now on an AMD Radeon RX 9070 XT prebuilt. You can pick up the Skytech Blaze4 RX 9070 XT gaming PC for only $1,599.99 after a new $100 instant discount. That's a great price for a newly released GPU that stands toe to toe with an RTX 5070 Ti (or RTX 4080), which could easily run you well over $2,000 in this absurd market.The Best Deal Today: RX 9070 XT Prebuilt for $1599.999070 XTSkytech Blaze4 AMD Ryzen 7 7700 RX 9070 XT Gaming PC (16GB/1TB)This Skytech gaming PC is equipped with an AMD Ryzen 7 7700 processor, Radeon RX 9070 XT GPU, 16GB of DDR5 RAM, and 1TB M.2 SSD. This is a pretty nicely thought out configuration, with a competent AMD processor and DDR5 RAM with an optimal DDR5-6000MHz speed rating. The AMD Ryzen 7 7700 features a max boost clock speed of 5.3GHz with 8 cores, 16 threads, and a 32MB L2 cache. You won't see much of a gaming performance uplift if you were to go for a newer Ryzen 7 or even a Ryzen 9 processor, especially at higher resolutions. Going by the photos, a 360mm aio liquid cooling system keeps CPU temps down. The entire system is powered by a generous 850W 80PLUS Gold power supply.The Radeon RX 9070 XT Received a 10/10 at IGNWe rated the AMD Radeon RX 9070 XT a "perfect" 10/10. Even though it costs $150 less than the Nvidia GeForce RTX 5070 Ti, the 9070 XT beats it out in several of the games we tested. In a few benchmarks, the results aren't even close. The 9070 XT also has 16GB of VRAM, the same as the 9070 and 5070 Ti.AMD Radeon RX 9070 XT Review by Jacqueline Thomas"PC Gaming has been in a decadent spiral since 2020, and the AMD Radeon RX 9070 XT is a reminder that it doesnt have to be that way. This graphics card has no problem maxing out any game you throw at it at 4K, even with ray tracing enabled, and does so at a price that makes the competition look downright greedy. I cant predict the future, so only time will tell if the launch price holds up. What I do know is we need more graphics cards like the AMD Radeon RX 9070 XT."More Radeon RX 9070 / 9070 XT Gaming PCs on Amazon9070Skytech Shadow Intel Core i5-14400F RX 9070 Gaming PC (16GB/1TB)$1,349.99 at Amazon9070 XTSkytech Blaze4 AMD Ryzen 7 7700 RX 9070 XT Gaming PC (16GB/1TB)9070 XTSkytech Chronos AMD Ryzen 7 7700 RX 9070 XT Gaming PC (32GB/2TB)$1,899.99 at Amazon9070 XTSkytech Rampage Intel Core i7-14700F RX 9070 XT Gaming PC (32GB/1TB)$1,999.99 at Amazon9070 XTSkytech Omega AMD Ryzen 7 7800X3D RX 9070 XT Gaming PC (32GB/2TB)$1,999.99 at AmazonSkytech Rampage AMD Ryzen 7 9700X RX 9070 XT Gaming PC (32GB/2TB)$2,099.99 at AmazonSkytech King 95 AMD Ryzen 7 7800X3D RX 9070 XT Gaming PC (32GB/1TB)$2,099.99 at Amazon9070 XTSkytech O11 Vision AMD Ryzen 7 9800X3D RX 9070 XT Gaming PC (32GB/2TB)$2,299.99 at Amazon9070 XTSkytech O11 Vision AMD Ryzen 7 9800X3D RX 9070 XT Gaming PC (32GB/2TB)$2,299.99 at AmazonEric 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.

As the Food Director of Country Living, it should come as no surprise that my kitchen is the most used room in the house. Whether it's lounging over a morning cup of coffee, cooking dinner while listening to music and chatting, or mixing cocktailsI'm partial to whiskey sourswhen friends come over, it's where everyone wants to convene. That's why when we renovated our kitchen in 2016, I made sure to leave room for a sofa. Yes, a sofa.Why I Love a Sofa in the KitchenI have always loved the sort of house in which life centers around the kitchen. You know the ones. While bar stools have their merits, I opted for a seatless central work island and an adjacent landing spot where, if I'm not cooking, I can lounge and comfortably take in the activities of the kitchen. Sofas, quite simply, encourage lingering. What could be better than friends making conversation as you cook or the kids reading on the sofa while Dad whips up dinner? Besides, more and more people are breaking the so-called rules of kitchen design these days. For example, in Leanne Ford's latest remodel with Grace Mitchell, she skipped installing an island entirely. I've also seen more people embracing table lamps on countertops and artwork above the stove. In other words, the cook space and living space lines are blurring, and I love it. Charlyne Mattox for Country LivingHow to Choose a Sofa for the KitchenFirst, consider the silhouette. This probably isn't the time for a hulking English roll-arm (although if you're kitchen can accommodate as much, good for you). I opted for a clean-lined 82-inch-long midcentury modern style from a local consignment shop that tucked in right below the stairwell. You may also want to explore settees or oversized loveseats, which have a slightly smaller scale than your standard sofa. (Want more ideas? Check out our sofa style guide.)Then there's the fabric. As you probably assume, a durable performance fabric in the kitchen is a must. Performance fabrics by brands including Sunbrella, Perennials, and Crypton are designed to be stain-resistant and easy to clean. I reupholstered our sofa in a Sunbrella outdoor fabric. If you're looking for a new piece of furniture, brands like Interior Define and Article have made-to-order options at direct-to-consumer prices. If you already have a sofa but it isn't the right color or material, you can opt for a slipcover, which is easy to take off and throw in the wash should there be a spill. More Rules to Break in the KitchenI'll admit people were skeptical when I first talked about adding a sofa and picked the very colorful fabric, but now it gets tons of comments and it's the first place everyone lands when they come to visit. If you don't feel like you have room for a sofa, consider something equally unexpected like a stately wingback or pair of club chairs. Related StoriesCharlyne MattoxFood and Crafts DirectorCharlyne Mattox is the Food and Crafts director with over 20 years recipe development, recipe editing, and crafting experience. Prior to starting at Country Living in 2014, she worked in the crafts department at Martha Stewart Living and Martha Stewart Kids before attending cooking school at the Institute of Culinary Education in New York City. She was nominated for a James Beard media award while a senior editor at Real Simple magazine and authored a cookbook Cooking with Seeds.When not in the kitchen she loves to garden, focusing on growing flowers and kitchen herbs (of course), watering her 25 house plants, and knitting scarfs or hats she will never be able to wear in the always hot and steamy Alabama.

Spanish Revival architecture, with its elegant white stucco facades, red-tiled roofs, and intricate detailing, is one of the most enduring architectural styles in the United States, visible everywhere from the Flagler College in St Augustine, Florida (formerly the Ponce de Leon hotel) to Casa Walsh on Beverly Hills 90210. Drawing from the architecture of the Spanish colonization of the Americas, this architectural movement can be found across California, Florida, and the Southwest today, in homes ranging from grand estates to cozy bungalows. Today, its signature elements continue to inspire homeowners and architects alike. Here's everything you need to know about Spanish Revival architecture.More on Architectural StylesThe History of Spanish Revival ArchitectureTo understand Spanish Revival architecture, we have to look back several hundred years. From the 16th to the mid-19th century, Spain was the dominant colonizer in the Americas. The parts of America settled by Spaniardsnamely Florida, California, and the Southwesthave a similar temperate climate as Spain. So the houses the colonizers built were quite similar to those found in their homeland. "As a matter of practicality, colonizing settlers merged building practices of their home nation with the local materials and tools available," explains Andrew Cogar, AIA, and president of Historical Concepts, an architecture firm based in Atlanta and New York that specializes in traditional yet modern homes. Thus, Spanish Colonial architecture was born.Now, as for Spanish Revival architecture, that happened a bit laterit was part of the Colonial Revival movement that spread all across the United States in the early 1900s as Americans grew fascinated with their colonial heritage. Spanish Revival took off after the 1915 Panama-California Exposition in San Diego, where architects Bertram Goodhue Carleton Winslow riffed on Spanish Colonial architecture for the design of the expo's main buildingsthis style became known as Spanish Colonial Revival, or simply Spanish Revival. uschools//Getty ImagesSeveral buildings in what is now San Diegos Balboa Park were built as part of the 1915 Panama-California Exposition.This time around, Spanish architectural elements (the white stucco exterior, red tile roof, etc.) were more of a choice than a necessity, emphasizing the beauty and old-world feel of the materials that have become so closely tied with California casual style.As Andrew notes, it's no surprise that this unique architecture style continues to be popular and to "capture the imagination of Americans as an ideal example for individual homes in temperate climate zones." Spanish Revival homes are still widely found (and built) throughout Florida and California, but also extending further into the Southeast and Southwest.Spanish Revival Architecture Characteristics Douglas FriedmanA Spanish Revival interior by designer Jon De La Cruz.Spanish Revival homes share several distinct characteristics. White Stucco WallsThe structures are built with very thick walls, typically white stucco over adobe brick or stone, which help keep the houses cool.Red Tile RoofsOne of the most recognizable features is the red, barrel tile roof, which was low-pitched. In the Southwest, homes often have completely flat roofs with castle-like parapets lining the perimeter.Arched DoorwaysWooden doors accent the light stucco exterior walls and are sometimes arched, mimicked by arched doorways inside the homes.Small WindowsIn true Spanish Colonial homes, these tiny windows didn't have glass, just holes with wood shutters that opened and closed. Today, we've modernized them with glass panes.Intricate Interior DetailingThe interiors of Spanish Revival homes innately have a casual, warm feel to them, since the raw adobe walls may not be covered with plaster or accented with trim or painted tiles. Wooden beams often serve as structural support along the ceilings, while wrought iron detailing adds an industrial touch.Courtyards or PatiosGiven the warm climate in the areas where Spanish Revival architecture is found, it's perhaps no surprise that outdoor living is a main feature of the style.sara princeAn arched doorway in a home by Rita Chan Interiors.Regional Variations on Spanish Revival ArchitectureSince Spanish Colonial architecture was built across such a large geographic area with varying indigenous populations, the style has some regional distinctions as well. "Despite sharing the same Spanish cultural traditions and building techniques, the Southeast and Southwest had markedly different stylistic responses, based upon their specific geography and indigenous cultures," Andrew says.John Elk//Getty ImagesThe Pacific House Museum in Monterey, California.This holds true in Spanish Revival architecture, too. Monterey-style homes (of Monterey, California) were noted for their distinctive second-story porch that ran across the front of the house, Andrew says, as an addition to that original external breezeway. Walter Bibikow//Getty ImagesThe Mission-Style Biltmore Hotel in Coral Gables, Florida.Mission-style architecture drew inspiration from the myriad churches built by Spanish settlers in California, which could be spotted by their use of arches and bell towers. Today, secular buildings including hotels, courthouses and even homes flaunt the style.Follow House Beautiful on Instagram and TikTok.