Becky Luigart-Stayner for Country LivingCountry Living editors select each product featured. If you buy from a link, we may earn a commission. Why Trust Us?Like a well-made quilt, a classic farmhouse aesthetic comes together gradually—a little bit of this, a touch of that. Each addition is purposeful and personal—and isn’t that what home is all about, really? If this type of slowed-down style speaks to you, you're probably already well aware that Etsy is a treasure trove of finds both new and old to fit your timeless farmhouse aesthetic. But with more than eight million active sellers on its marketplace, sometimes the possibilities—vintage feed sacks! primitive pie safes! galvanized grain scoops!—can quickly go from enticing to overwhelming.To better guide your search for the finest farmhouse furnishings, we’ve gathered a go-to list of editor-and designer-beloved Etsy shops which, time and again, turn out hardworking, homespun pieces of heirloom quality. From beautiful antique bureaus to hand-block-printed table linens, the character-rich wares from these sellers will help you design the farmhouse of your dreams, piece by precious piece. Related Stories For Antique AmericanaAcorn and Alice Every good old-fashioned farmhouse could use some traditional Americana to set the tone, and this Pennsylvania salvage shop offers rustic touches loaded with authentic antique allure. Aged wooden wares abound (think vintage milk crates, orchard fruit baskets, and berry boxes), as well as a grab bag of cotton and burlap feed sacks, perfect for framing as sets or crafting into footstool covers or throw pillows. For French Country TextilesForest and LinenThere’s nothing quite like breezy natural fabrics to make you want to throw open all the windows and let that country air in while the pie cools. Unfussy and lightweight, the hand-crafted curtains, bedding, and table linens from these Lithuanian textile experts have a classic understated quality that would be right at home in the coziest guest room or most bustling kitchen. Warm, welcoming hues range from marigold yellow to cornflower blue, but soft gingham checkers and timeless French ticking feel especially farm-fresh. Our current favorite? These cherry-striped country cafe curtains. Becky Luigart-Stayner for Country LivingVintage red torchons feel right at home in a farmhouse kitchenFor Rustic RugsOld New HouseWhether or not you’re lucky enough to have gorgeous wide-plank floors, an antique area rug or runner can work wonders for giving a room instant character and warmth. This fifth-generation family-run retailer specializes in importing heirloom hand-knotted carpets dating back to the 1800s, with a focus on traditional designs from the masters in Turkey, India, Persia, and more. Their vast variety of sizes and styles offers something for every aesthetic, with one-of-a-kind patterns ranging from distressed neutrals to chain-stitched florals to ornate arabesques. For Pillows and ProvisionsHabitation BohemeIn true farmhouse fashion, this Indiana shop has curated an enticing blend of handcrafted and vintage homewares that work effortlessly well together. A line of cozy hand-stitched linen pillow covers (patterned with everything from block-printed blossoms to provincial pinstripes) sits prettily alongside a mix of found objects, from patinated brass candlesticks and etched cloisonné vases to sturdy stoneware crockery and woven wicker baskets. For Elegant Everyday DishwareConvivial ProductionSimple, yet undeniably stunning, the handcrafted dinnerware from this Missouri-based ceramist is designed with durability in mind. Produced in a single, time-tested shade of ivory white glaze, these practical stoneware cups, bowls, and plates make the perfect place settings for lively farm-to-table feasts with friends and family. Beautifully balancing softness and heft, each dish is meant to feel comfortable when being held and passed, but also to look attractive when stacked upon open shelving. For English Country Antiques1100 West Co.This Illinois antiques shop is stocked with all manner of versatile vintage vessels culled from the English countryside, from massive stoneware crocks to charming little escargot pots. Their collection of neutral containers can be adapted for nearly any provincial purpose (envision white ironstone pitchers piled high with fresh-picked hyacinths, or glass canning jars holding your harvest grains), but we especially love their assortment of old advertising—from toothpaste pots to marmalade jars and ginger beer bottles galore—for a nice little nod to the quintessential country practice of repurposing what you’ve got. Brian Woodcock/Country LivingPretty English ironstone will always have our heart.For a Cozy GlowOlde Brick LightingConstructed by hand from cord to shade, the vintage-inspired lighting produced by this Pennsylvania retailer is a tribute to the iconic quality and character of old American fixtures. Nostalgic design elements include hand-blown glass (crafted using cast-iron molds from over 80 years ago) and finishes ranging from matte black to brushed nickel and antique brass. To create an authentic farmhouse ambiance, check out their gooseneck sconces, enameled red and blue barn lights, and milky white striped schoolhouse flush mounts. For Enduring ArtifactsThrough the PortholeThe weathered, artisan-made wares curated by this California husband-and-wife duo have been hand-selected from around the globe for their time-etched character. From gorgeous gray-black terracotta vases and rust-colored Turkish clay pots to patinated brass cow bells and rustic reclaimed elm stools, each item is a testament to the lasting beauty of classic materials, with storied sun-bleaching and scratches befitting the most beloved, lived-in rooms. For Winsome Wall ArtEugenia Ciotola ArtThrough graceful brushstrokes and textural swirls of paint, Maryland-based artist Eugenia Ciotola has captured the natural joy of a life that’s simple and sweet. Her pieces celebrate quiet scenes of bucolic beauty, from billowing bouquets of peonies to stoic red barns sitting in fields of wavy green. For a parlor gallery or gathering space, we gravitate toward her original oils on canvas—an impasto still life, perhaps, or a plainly frocked maiden carrying a bountiful bowl of lemons—while her stately farm animal portraits (regal roosters! ruff collared geese!) would look lovely in a child’s nursery.For Time-Tested Storage SolutionsMaterials DivisionFunction is forefront for this farmhouse supplier operating out of New York, whose specialized selection of vintage provisions have lived out dutiful lives of purpose. Standouts include a curated offering of trusty antique tool boxes and sturdy steel-clad trunks whose rugged patina tells the story of many-a household project. Meanwhile, a hardworking mix of industrial wire and woven wood gathering baskets sits handsomely alongside heavy-duty galvanized garbage bins and antique fireplace andirons.For Pastoral PrimitivesComfort Work RoomFull of history and heritage, the old, hand-fabricated furnishings and primitive wooden tools in this unique Ukrainian antique shop are rural remnants of simpler times gone by. Quaint kitchen staples like chippy chiseled spoons, scoops, and cutting boards make an accessible entry point for the casual collector, while scuffed up dough troughs, butter churns, washboards, and barrels are highly desirable conversation pieces for any antique enthusiast who’s dedicated to authentic detail. Becky Luigart-Stayner for Country LivingAntique washboards make for on-theme wall art in a laundry roomFor Heirloom-Quality CoverletsBluegrass QuiltsNo layered farmhouse look would be complete without the homey, tactile touch of a hand-pieced quilt or two draped intentionally about the room. From harvest-hued sawtooth stars to playful patchwork pinwheels, each exquisite blanket from this Kentucky-based artisan is slow-crafted in traditional fashion from 100% cotton materials, and can even be custom stitched from scratch to match your personal color palette and decorative purpose. For a classic country aesthetic, try a log cabin, double diamond, or star patch pattern. For Hand-Crafted GiftsSelselaFeaturing a busy barnyard’s worth of plucky chickens, cuddly sheep, and happy little Holstein cows, this Illinois woodworker’s whimsical line of farm figurines and other giftable goodies (think animal wine stoppers, keychains, fridge magnets, and cake toppers) is chock-full of hand-carved charm. Crafted from 100% recycled birch and painted in loving detail, each creature has a deliberately rough-hewn look and feel worthy of any cozy and collected home. For Open-Concept CabinetryFolkhausA hallmark of many modern farmhouses, open-concept shelving has become a stylish way to show that the practical wares you use everyday are the same ones you’re proud to put on display. With their signature line of bracketed wall shelves, Shaker-style peg shelves, and raw steel kitchen rails, the team at Folkhaus has created a range of open storage solutions that beautifully balances elevated design and rustic utility. Rounding out their collection is a selection of open-shelved accent pieces like bookcases, benches, and console tables—each crafted from character-rich kiln-dried timber and finished in your choice of stain.Related StoryFor Antique Farmhouse FurnitureCottage Treasures LVThe foundation of a well-furnished farmhouse often begins with a single prized piece. Whether it’s a slant-front desk, a primitive jelly cabinet, or a punched-tin pie safe, this established New York-based dealer has a knack for sourcing vintage treasures with the personality and presence to anchor an entire space. Distressed cupboards and cabinets may be their bread and butter (just look at this two-piece pine hutch!) but you’ll also find a robust roundup of weathered farm tables, Windsor chairs, and blanket chests—and currently, even a rare 1500s English bench. For Lively Table LinensMoontea StudioAs any devotee of slow decorating knows, sometimes it’s the little details that really bring a look home. For a spot of cheer along with your afternoon tea, we love the hand-stamped table linens from this Washington-based printmaker, which put a peppy, modern spin on farm-fresh produce. Patterned with lush illustrations of bright red tomatoes, crisp green apples, and golden sunflowers—then neatly finished with a color-coordinated hand-stitched trim—each tea towel, placemat, and napkin pays homage to the hours we spend doting over our gardens. For Traditional TransferwarePrior TimeThere’s lots to love about this Massachusetts antiques shop, which admittedly skews slightly cottagecore (the pink Baccarat perfume bottles! the hobnail milk glass vases! the huge primitive bread boards!) but the standout, for us, is the seller’s superior selection of dinner and serving ware. In addition to a lovely lot of mottled white ironstone platters and pitchers, you’ll find a curated mix of Ridgeway and Wedgwood transferware dishes in not only classic cobalt blue, but beautiful browns, greens, and purples, too.Becky Luigart-Stayner for Country LivingPretty brown transferware could be yours with one quick "add to cart."For Folk Art for Your FloorsKinFolk ArtworkDesigned by a West Virginia watercolor and oils artist with a penchant for painting the past, these silky chenille floor mats feature an original cast of colonial characters and folksy scenes modeled after heirloom textiles from the 18th and 19th centuries. Expect lots of early American and patriotic motifs, including old-fashioned flags, Pennsylvania Dutch fraktur, equestrian vignettes, and colonial house samplers—each made to mimic a vintage hooked rug for that cozy, homespun feeling. (We have to admit, the folk art-inspired cow and chicken is our favorite.)For Historical ReproductionsSchooner Bay Co.Even in the most painstakingly appointed interior, buying antique originals isn’t always an option (don’t ask how many times we’ve been outbid at an estate auction). And that’s where this trusted Pennsylvania-based retailer for historical reproductions comes in. Offering a colossal collection of framed art prints, decorative trays, and brass objects (think magnifying glasses, compasses, paperweights, and letter openers), these connoisseurs of the classics have decor for every old-timey aesthetic, whether it’s fox hunt prints for your cabin, Dutch landscapes for your cottage, or primitive animal portraits for your farmstead.For General Store StaplesFarmhouse EclecticsHand-plucked from New England antique shops, estate sales, and auctions, the salvaged sundries from this Massachusetts-based supplier (who grew up in an 1850s farmhouse himself) are the type you might spy in an old country store—wooden crates emblazoned with the names of local dairies, antique apple baskets, seed displays, signs, and scales. Whether you’re setting up your farmstand or styling your entryway, you’ll have plenty of storage options and authentic accents to pick from here. Becky Luigart-Stayner for Country LivingSo many food scales, so little time.Related StoriesJackie BuddieJackie Buddie is a freelance writer with more than a decade of editorial experience covering lifestyle topics including home decor how-tos, fashion trend deep dives, seasonal gift guides, and in-depth profiles of artists and creatives around the globe. She holds a degree in journalism from the University of North Carolina at Chapel Hill and received her M.F.A. in creative writing from Boston University. Jackie is, among other things, a collector of curiosities, Catskills land caretaker, dabbling DIYer, day hiker, and mom. She lives in the hills of Bovina, New York, with her family and her sweet-as-pie rescue dog.

Cattle Crisis sees aliens making off with our precious cows, so you’ll need to gun those ships down to rescue our beloved bovine buddies. The game only features a single level, but you’d best believe I have not been able to complete it yet as it makes the most of its brief playtime. Enemies come at you hard and fast, each covering the screen in various bullet patterns that overlap with only a little room to spare. Thankfully it’s just enough to scoot your ship to safety most of the time if you’re precise, but I am unfortunately not particularly precise with my controller movements the more frantic things get on the screen. Even with generous checkpoints and a single level, my shaky hands don’t make this easy. Like most spaceship shooters, there’s some extra powerful boosts you can put to smart use. As you down ships, you will release the kidnapped cows that are inside some of them. Collecting these cows increases your Hyper Bar, and once that’s halfway full, you can shift into Hyper Mode and really blast your enemies. Taking a hit in this mode won’t kill you, but you will drop out of Hyper Mode (and it’s smarter to end it early by hitting the Hyper Mode button again to launch a screen-clearing bomb). You can earn way more cows (and a higher score) by shooting foes point-blank, so it’s up to you how much risk you want to take to get into Hyper Mode faster and crank up that score. Cattle Crisis is short but offers a great deal of challenge and possibilities for high scores through careful risk-taking. Just the same, it offers a handful of checkpoints you can start from (even though it’s just one stage) if you feel your shooter skills aren’t amazing (like mine). It’s sharp, sounds great, and handles well, creating a nice bite-sized shooter package. Cattle Crisis is available now on itch.io (and you can try it out in your browser). About The Author

A dangerous strain of bird flu is spreading in US livestockMediaMedium/Alamy Since Donald Trump assumed office in January, the leading US public health agency has pulled back preparations for a potential bird flu pandemic. But as it steps back, another government agency is stepping up. While the US Department of Health and Human Services (HHS) previously held regular briefings on its efforts to prevent a wider outbreak of a deadly bird flu virus called H5N1 in people, it largely stopped once Trump took office. It has also cancelled funding for a vaccine that would have targeted the virus. In contrast, the US Department of Agriculture (USDA) has escalated its fight against H5N1’s spread in poultry flocks and dairy herds, including by funding the development of livestock vaccines. This particular virus – a strain of avian influenza called H5N1 – poses a significant threat to humans, having killed about half of the roughly 1000 people worldwide who tested positive for it since 2003. While the pathogen spreads rapidly in birds, it is poorly adapted to infecting humans and isn’t known to transmit between people. But that could change if it acquires mutations that allow it to spread more easily among mammals – a risk that increases with each mammalian infection. The possibility of H5N1 evolving to become more dangerous to people has grown significantly since March 2024, when the virus jumped from migratory birds to dairy cows in Texas. More than 1,070 herds across 17 states have been affected since then. H5N1 also infects poultry, placing the virus in closer proximity to people. Since 2022, nearly 175 million domestic birds have been culled in the US due to H5N1, and almost all of the 71 people who have tested positive for it had direct contact with livestock. Get the most essential health and fitness news in your inbox every Saturday. Sign up to newsletter “We need to take this seriously because when [H5N1] constantly is spreading, it’s constantly spilling over into humans,” says Seema Lakdawala at Emory University in Georgia. The virus has already killed a person in the US and a child in Mexico this year. Still, cases have declined under Trump. The last recorded human case was in February, and the number of affected poultry flocks fell 95 per cent between then and June. Outbreaks in dairy herds have also stabilised. It isn’t clear what is behind the decline. Lakdawala believes it is partly due to a lull in bird migration, which reduces opportunities for the virus to spread from wild birds to livestock. It may also reflect efforts by the USDA to contain outbreaks on farms. In February, the USDA unveiled a $1 billion plan for tackling H5N1, including strengthening farmers’ defences against the virus, such as through free biosecurity assessments. Of the 150 facilities that have undergone assessment, only one has experienced an H5N1 outbreak. Under Trump, the USDA also continued its National Milk Testing Strategy, which mandates farms provide raw milk samples for influenza testing. If a farm is positive for H5N1, it must allow the USDA to monitor livestock and implement measures to contain the virus. The USDA launched the programme in December and has since ramped up participation to 45 states. “The National Milk Testing Strategy is a fantastic system,” says Erin Sorrell at Johns Hopkins University in Maryland. Along with the USDA’s efforts to improve biosecurity measures on farms, milk testing is crucial for containing the outbreak, says Sorrell. But while the USDA has bolstered its efforts against H5N1, the HHS doesn’t appear to have followed suit. In fact, the recent drop in human cases may reflect decreased surveillance due to workforce cuts, says Sorrell. In April, the HHS laid off about 10,000 employees, including 90 per cent of staff at the National Institute for Occupational Safety and Health, an office that helps investigate H5N1 outbreaks in farm workers. “There is an old saying that if you don’t test for something, you can’t find it,” says Sorrell. Yet a spokesperson for the US Centers for Disease Control and Prevention (CDC) says its guidance and surveillance efforts have not changed. “State and local health departments continue to monitor for illness in persons exposed to sick animals,” they told New Scientist. “CDC remains committed to rapidly communicating information as needed about H5N1.” The USDA and HHS also diverge on vaccination. While the USDA has allocated $100 million toward developing vaccines and other solutions for preventing H5N1’s spread in livestock, the HHS cancelled $776 million in contracts for influenza vaccine development. The contracts – terminated on 28 May – were with the pharmaceutical company Moderna to develop vaccines targeting flu subtypes, including H5N1, that could cause future pandemics. The news came the same day Moderna reported nearly 98 per cent of the roughly 300 participants who received two doses of the H5 vaccine in a clinical trial had antibody levels believed to be protective against the virus. The US has about five million H5N1 vaccine doses stockpiled, but these are made using eggs and cultured cells, which take longer to produce than mRNA-based vaccines like Moderna’s. The Moderna vaccine would have modernised the stockpile and enabled the government to rapidly produce vaccines in the event of a pandemic, says Sorrell. “It seems like a very effective platform and would have positioned the US and others to be on good footing if and when we needed a vaccine for our general public,” she says. The HHS cancelled the contracts due to concerns about mRNA vaccines, which Robert F Kennedy Jr – the country’s highest-ranking public health official – has previously cast doubt on. “The reality is that mRNA technology remains under-tested, and we are not going to spend taxpayer dollars repeating the mistakes of the last administration,” said HHS communications director Andrew Nixon in a statement to New Scientist. However, mRNA technology isn’t new. It has been in development for more than half a century and numerous clinical trials have shown mRNA vaccines are safe. While they do carry the risk of side effects – the majority of which are mild – this is true of almost every medical treatment. In a press release, Moderna said it would explore alternative funding paths for the programme. “My stance is that we should not be looking to take anything off the table, and that includes any type of vaccine regimen,” says Lakdawala. “Vaccines are the most effective way to counter an infectious disease,” says Sorrell. “And so having that in your arsenal and ready to go just give you more options.” Topics:

Climate change is making everything worse — including apparently threatening the dairy that makes our precious cheese.In interviews with Science News, veterinary researchers and dairy farmers alike warned that changes to the climate that affect cows are impacting not only affects the nutritional value of the cheeses produced from their milk, but also the color, texture, and even taste.Researchers from the Université Clermont Auvergne, which is located in the mountainous Central France region that produces a delicious firm cheese known as Cantal, explained in a new paper for the Journal of Dairy Science that grass shortages caused by climate change can greatly affect how cows' milk, and the subsequent cheese created from it, tastes.At regular intervals throughout a five-month testing period in 2021, the scientists sampled milk from two groups of cows, each containing 20 cows from two different breeds that were either allowed to graze on grass like normal or only graze part-time while being fed a supplemental diet that featured corn and other concentrated foods.As the researchers found, the corn-fed cohort consistently produced the same amount of milk and less methane than their grass-fed counterparts — but the taste of the resulting milk products was less savory and rich than the grass-fed bovines.Moreover, the milk from the grass-fed cows contained more omega-3 fatty acids, which are good for the heart, and lactic acids, which act as probiotics."Farmers are looking for feed with better yields than grass or that are more resilient to droughts," explained Matthieu Bouchon, the fittingly-named lead author of the study.Still, those same farmers want to know how supplementing their cows' feed will change the nutritional value and taste, Bouchon said — and one farmer who spoke to Science News affirmed anecdotally, this effect is bearing out in other parts of the world, too."We were having lots of problems with milk protein and fat content due to the heat," Gustavo Abijaodi, a dairy farmer in Brazil, told the website. "If we can stabilize heat effects, the cattle will respond with better and more nutritious milk."The heat also seems to be getting to the way cows eat and behave as well."Cows produce heat to digest food — so if they are already feeling hot, they’ll eat less to lower their temperature," noted Marina Danes, a dairy scientist at Brazil's Federal University of Lavras. "This process spirals into immunosuppression, leaving the animal vulnerable to disease."Whether it's the food quality or the heat affecting the cows, the effects are palpable — or, in this case, edible."If climate change progresses the way it’s going, we’ll feel it in our cheese," remarked Bouchon, the French researcher.More on cattle science: Brazilian "Supercows" Reportedly Close to Achieving World DominationShare This Article

Wholesome Direct 2025 - everything announced at this year's cosy indie showcase Big hops! Discount shops! Spooky pups! More! Image credit: Eurogamer Feature by Matt Wales News Reporter Published on June 7, 2025 If you're the sort who just can't seem to resist the soothing rhythms of turnip planting and interior design, you've come to the right place. This year's Wholesome Direct - which marks the fifth anniversary of the showcase - has now aired, unleashing a fresh wave of cosy games to stick on your wishlists. We've got vending machine management, adorable puppies on spooking adventures, cheese-based puzzling, geckos, goats, seasonal cemetery exploration, and a whole lot more. So if that sounds like it might help sate your idyllic yearning, read on for all the big announcements from Wholesome Direct 2025. And for more indies, you can check out our round-up of this year's Day of the Devs showcase elsewhere. Leaf Blower Co. Leaf Blower Co. trailer.Watch on YouTube Ever wished your PowerWash Simulator had a little less splosh and a little more whoosh? That seems to be the starting point for developer Lift Games' Leaf Blower Co., a game about making the untidy tidy come rain, snow, or shine, one mechanised gust at a time. It's got a story mode plus a variety to locations waiting to be blown debris-free, and if that appeals, a demo's available now on Steam ahead of its release later this year. Instants Instants trailer.Watch on YouTube Instants is a creativity themed puzzler about the intoxicating pleasures of obsessive scrapbooking. It sees players attempting to sort images into chronological order and then assembling them into a scrapbook to reveal a "heartwarming" story inspired by the way family history can be passed down using pictures. It's developed by Endflame and launches today on PC (via Steam and Epic), and Switch. Story of Seasons: Grand Bazaar Story of Seasons: Grand Bazaar trailer.Watch on YouTube Stardew Valley might be the face of farming sims these days, but the grandaddy of the genre - Story of Season (formerly Harvest Moon) - never went away, and another entry in the venerable series is looming. Grand Bazaar is actually a remake of 2011 DS game Harvest Moon: Grand Bazaar, and it's got pretty much everything you'd expect from these kind of things - including turnips to fondle, animals to rear, and locals to dazzle with your impressive root vegetable collection. The main twist is you'll be selling all this yourself by setting up shop in the titular bazar. And if that sounds like something you'd enjoy, it launches for Switch, Switch 2, and Steam on 27th August. Gourdlets Together Gourdlets Together trailer.Watch on YouTube Perhaps you're already a fan of last year's Gourdlets or perhaps you're completely new to its vegetable-themed low-stakes thrills. Either way, there'll soon be a new way to play, thanks to developer AuntyGames' Gourdlets Together. Essentially, it takes the laid-back village-building vibes of the original, slings in a bit of a fishing focus - where earnings can be spent on upgrades or accessories to decorate your island home - then lets you do it while hanging out with friends online. Gourdlets Together launches on PC later this year. Luma Island Luma Island trailer.Watch on YouTube Don't think we're done with the farming sims yet - not by a long shot! Luma Island launched last year, offering an attractive mix of crop whispering, profession-specific activities, creature collecting, exploration, and puzzle-y dungeoneering. And come 20th June, it'll be getting just a little be more swashbuckling, thanks to its free Pirates update, introducing a new profession, new Lumas, new outfits, and a pirate cove filled with mini-games, temples, traps, and treasures. It'll also bring a range of different difficulty modes to suit players of all tastes. Is This Seat Taken? Is This Seat Taken? trailer.Watch on YouTube Think you're a dab hand at the old 'awkward family gathering' seating plan challenge? Well then, this might just be the game for you. In Poti Poti Studio's "cosy, silly, and relatable" logic puzzler Is This Seat Taken?, the goal is to satisfy the demands of a particularly fussy group of chair occupiers to find the perfect spot that'll keep everyone happy - be they on the bus, at the park, or in the office. It's coming to Steam, Switch, iOS, and Android this August, and a Steam demo's out now. MakeRoom MakeRoom trailer.Watch on YouTube Here's one for the aesthetic tinkerers and furnishing fetishists out there. MakeRoom, from developer Kenney, sees players decorating a series of miniature dioramas - from cosy indoor retreats to camper vans and even forests - to fulfil the requests of adorable NPCs. You might, for instance, be tasked with creating the perfect room for cats, or a suitably moody hideout for a vampire. Then it's simply a matter of hanging drapes, plopping down plants, and even crafting furniture to bring these spaces to life and satisfy your clients' whims. It all sounds very much like Animal Crossing's weirdly compelling Happy Home Paradise expansion, so if it's more of that sort of thing you want, MakeRoom comes to Steam on 7th August. Ambroise Niflette & the Gleaned Bell Ambroise Niflette & the Gleaned Bell trailer.Watch on YouTube The apple bell - whatever an apple bell is - has been stolen, but luckily for apple bell lovers everywhere, renowned detective Ambroise Niflette is on the case. Over the course of Topotes Studio's investigatory adventure, Ambroise - and players - will roam the village of Touvoir, interrogating its inhabitants and searching for secrets, all while using a notebook of steadily amassing leads to reveal contradictions and unmask the culprit. It all sounds perfectly lovely, but the real draw is the delightful art style, which is heavily inspired by miniatures and stop motion. Ambroise Niflette & the Gleaned Bell is eventually set to launch on Steam, but first there's a Kickstarter, which is underway now. Let's Build a Dungeon Let's Build a Dungeon trailer.Watch on YouTube First there was Let's Build a Zoo, and now comes Let's Build a Dungeon. But while developer Springloaded kept its focus pretty tight for its debut release, Let's Build a Dungeon goes broad; not only is it a playable RPG creator where you can rustle up your own worlds and quests, it's also claiming to be an entire games industry sim too, where you'll need to manage all the malarky around releasing your game - from attracting funding right through to making a profit at the other end of the process. But if all that sounds too stressful, Springloaded has confirmed - as part of its latest showing - there'll be a cosy sandbox Build Mode too. There's still no release date for Let's Build a Dungeon yet, but it's heading to Steam (there's a demo here), Xbox One, and Xbox Series X/S. Squeakross: Home Squeak Home Squeakross: Home Squeak Home trailer.Watch on YouTube What do you get if you cross adorable mice with classic grid-filling puzzler Picross? Well, this thing, obviously. Squeakross: Home Squeak Home is the work of developer Alblune, and it adds its own twist to the familiar logic-testing formula by introducing a home decorating element. The idea is each puzzle corresponds to an unlockable bit of decor - including furniture, accessories, and stickers - so you'll slowly amass new furnishings and trimmings as you give your brain a work out. Is there an in-game lore reason why puzzles equals furniture? Who knows! We'll soon find out, though, given Squeakross launches for Switch and PC (via Steam and itch.io) today. Monument Valley 3 Monument Valley 3 trailer.Watch on YouTube Ustwo Games' perspective shifting puzzle series Monument Valley has been a big old hit, amassing tens of millions of downloads since its iOS debut back in 2014 - so it wasn't a huge surprise when a third entry showed up on mobile last year. Initially, however, it was locked behind a Netflix subscription, but Monument Valley 3 - which we quite liked despite it offering little meaningful evolution for the series - is finally spreading its wings later this year. As announced during today's Wholesome Direct, it's coming to Steam, Switch, PlayStation 4, PS5, Xbox One, and Xbox Series X/S on 22nd July. Big Hops Big Hops trailer.Watch on YouTube If you immediately thought bunnies, you're wrong. Big Hops is, in fact, a frog-themed action platformer, in which players attempt to help the titular Hop find his way home. Each world he visits on his adventure promises its own self-contained story - involving everything from mountain cultists to desert ne'erdowells - all interspersed with plenty of agile platform action. You can grapple across gaps, hoist levers, rotate wheels, even pick locks - all using your tongue - and it's accompanied by some veggie-based gameplay that lets players introduce the likes of climbable vines and mushroom-based bounce pads into levels. Big Hops is currently raising funds via Kickstarter and a Steam demo's out now. Little Kitty, Big City Little Kitty, Big City trailer.Watch on YouTube Here's quicky for you. Little Kitty, Big City - the feline-focused open-world adventure from Double Dagger Studio - is getting a little bigger. That's thanks to a free content update coming to all platforms this "summer", promising new story content, a new neighbourhood to explore, and new oddball characters to befriend. That's alongside a new cat customisation feature for you creative sorts out there. Vending Dokan!: Kozy Kiosk Vending Dokan!: Kozy Kiosk trailer.Watch on YouTube What's in a name? Well, pretty much everything in this case. Aftabi Games' Vending Dokan!: Kozy Kiosk is, just as it sounds, a cosy, laidback game about managing your own vending machine empire. You'll choose where your machines go and what they sell, and hire staff to ensure they stay stocked, clean, and in working order. There's a heavy customisation element too, as you're free to decorate the areas surrounding your vending machines in order to attract new customers. Kozy Kiosk is officially referred to as an "idle simulation", and can be played both actively and passively. And if that appeals, it launches for Steam today. Winter Burrow Winter Burrow trailer.Watch on YouTube Developer Pine Creek Games' "woodland survival game" Winter Burrow was unveiled during December's Wholesome Direct, but it's back to announce it's now coming to Switch. If you missed its original reveal, Winter Burrow casts you as a mouse who's attempting to fix up their burrow and turn it into a toasty retreat from the cold. That requires exploring the snow-covered world outside, gathering resources, crafting tools, building things, making friends, baking pies, and more. Winter Burrow launches next year and will be available for Steam, Xbox One, Xbox Series X/S, and Switch. Tales of the Shire: A Lord of the Rings Game Tales of the Shire trailer.Watch on YouTube After multiple delays, cosy hobbit life sim Tales of the Shire is almost upon us, and developer Wētā Workshop is readying for its arrival with a brand-new trailer. It's been described as a game about "finding joy in the small moments", and features all the usual life sim activities - fishing, cooking, gathering, decorating, merrymaking - with a bit of a Lord of the Rings twist. So yes, you CAN decorate your hobbit's hole. Tales of the Shire launches for Switch, PlayStation, Xbox, and PC on 29th July. Haunted Paws Haunted Paws trailer.Watch on YouTube If your interests lie at the intersection of spooky mansions and adorable pups, prepare to have your day made. In developer LazyFlock's supernatural adventure Haunted Paws, players - either solo or with a friend - control two brave (and customisable!) puppies as they explore a creepy old house in search of their human, who's been kidnapped by sinister forces. It promises puzzles, lighthearted spookiness, and even a few emotional bits. There's no release date for Haunted Paws yet, but it's coming to Steam. The Guardian of Nature The Guardian of Nature trailer.Watch on YouTube This wholesome, hand-drawn puzzle adventure from Inlusio Interactive is all about the interconnectedness of nature, and sees players embarking on a botanical journey as the lovably be-hatted Henry. Not only does Henry know his stuff about the natural world, he's also able to change his size, meaning players can explore both above and below ground as they solve puzzles to assist nature. The Guardian of Nature launches into Steam early access today, and it's coming to Switch, Xbox, iOS, and Android too. Everdeep Aurora Everdeep Aurora trailer.Watch on YouTube If you've ever thought Dig Dug would be improved if its protagonist was a cat, Everdeep Aurora might be the game for you. It follows the apocalyptic adventures of a kitten named Shell as she explores subterranean depths in search of her mother. You'll obliterate blocks, do some platforming, play mini-games, and converse with peculiar characters as you investigate the dark secrets buried below, all without a hint of combat. Its limited-colour pixel art looks wonderful, and it's coming to Steam and Switch on 10th July. Seasonala Cemetery Seasonala Cemetery trailer.Watch on YouTube From the creators of A Mortician's Tale, the "meditative" Seasonala Cemetery is a "peaceful but poignant reflection on life and death". It's set in an expansive, living cemetery that changes dynamically based on your system's time and date. The summer, for instance, might see the world bustling with vibrant life, while the winter brings quiet and snow. You can interact with NPCs and animals, rummage through nature, learn the history of the nearby city through its gravestones, or simply relax to its ambient sounds. Seasonala Cemetery is out today on Steam and itch.io, and is completely free. Camper Van: Make it Home Camper Van: Make it Home trailer.Watch on YouTube One of (bizarrely) several camper-van-themed games currently in the works, developer Malpata Studio's Make it Home is a pretty self-explanatory thing. You've got a camper van to make your own as it journey across beautiful, idyllic landscapes. Part of your goal is to solve organisational puzzles, but there's laidback interior design too. Camper Van: Make it Home is available today, alongside a demo, on Steam. Lynked: Banner of the Spark Lynked: Banner of the Spark trailer.Watch on YouTube FuzzyBot's Lynked: Banner of the Spark is a cheerily colourful action-RPG, that's part sci-fi roguelike, part relaxed life sim. At its most peaceful, you'll farm, fish, gather materials, and build your base with help from your robot pals, but that's all in service of its more frenetic hack-and-slash action. When you're ready for some proper adventure, you can brave the wilds, battle evil robot forces with a large arsenal of weapons, and search for helpful bots to bring back home. Lynked is already available on Steam, but it's coming to PS5 and Xbox Series X/S too. Omelet You Cook Omelet You Cook trailer.Watch on YouTube In this chaotic cooking roguelike from SchuBox Games, you're tasked with creating the perfect omelettes to satisfy your customers' increasingly peculiar demands. That involves combining ingredients as they fly by on a conveyor belt, from the relatively mundane to the rather more dubious, in the hope of earning enough money to increase your provisions, add useful relics to your pantry, and, hopefully, please the fearsome Principal Clucker. It all looks wonderfully ridiculous, and it launches on Steam today. Milano's Odd Job Collection Milano's Odd Job Collection trailer.Watch on YouTube Milano's Odd Job Collection (known as Milano no Arubaito Collection in Japan) is coming to the west for the very first time. It follows the adventures of 11-year-old Milano as she's left to her own devices over the summer. Free to do as she pleases, she embarks on a range of odd job - from pizza delivery to milking flying cows - in order to make money and have fun. Milano's Odd Job Collection, from developer Westone, is coming to Switch, PlayStation, Xbox, and PC later this year. Fireseide Feelings Fireseide Feelings trailer.Watch on YouTube If you've got something to get off your chest, what better place to do it than by a roaring fire in a cosy forest glade? Fireside Feelings is described as a "mental wellness experience" promoting empathy, connection, and positivity between players. Situated cosily in your customisable camp, you're able to answer questions on a range of topics, taking part in conversations between people "separated in space and time". Conversations aren't live, and there's no direct interaction with others, but the goal, according to developer Team Empreintes, is to "share experiences, express your emotions, and be a part of a caring community". It launches today on Steam. All Will Rise All Will Rise trailer.Watch on YouTube Well here's something you don't see every day. All Will Rise is a "narrative courtroom deck-builder", in which you and your team take a corrupt billionaire to court, accusing them of a river's murder. That involves accumulating cards and using them to engage in conversation battles, attempting to charm, intimidate and manipulate those you meet around the vibrant city of Muziris. "Obey a dead river god's summons - or defy them," developer Speculative Agency explains. "Pass information to violent ecoterrorists - or maintain your pacifist ideals. Convince a corporate stooge to testify for you - or blackmail him with sensitive information. Your choices will determine the [city's] fate." All Will Rise is currently crowdfunding, but it's aiming to launch on Xbox, PlayStation, Switch, and Steam. Gecko Gods Gecko Gods trailer.Watch on YouTube It's hard to go wrong with a gecko, which immediately gives developer Inresin's Gecko Gods a bit of an advantage. What we've got here is a "serene lizard-sized puzzle-platformer" set on a beautiful archipelago, in which its tiny protagonist clambers across forgotten ruins, solving puzzles as they go. There are secrets of a lost civilisation to uncover, hidden paths, and more, all of which you'll be able to explore for yourself when Gecko Gods launches for Switch, PS5, and Steam later this year. But if you're an impatient sort, a Steam demo is available now. One Move Away One Move Away trailer.Watch on YouTube If you quite fancied the idea of Unpacking, but thought it had far too much 'taking stuff out of things' for its own good, you might enjoy Ramage Games' One Move Away, which is basically the inverse experience. Here, you play as three different characters, starting with a young girl in the 1980s, gradually learning more about them as you pack their belongings away ready for another chapter in their intertwining lives. All this plays out in first-person across 20 levels, and if that takes your fancy, a Steam demo's out now ahead of a full launch on PS5, Xbox Series X/S, and PC. Heidi's Legacy: Mountains Calling Heidi's Legacy trailer.Watch on YouTube As you've probably already guessed, Heidi's Legacy: Mountains Calling takes inspiration from the classic children's stories. Which is why it's something of a surprise to learn its protagonist is called Adèle. Regardless, this is a game of grumpy old men, goat management, and alpine wandering, where you'll explore the beautiful countryside with your bleating pals, foraging for herbs, mushrooms, and more in a bid to help the nearby village. You can unlock abilities that open up more of the world, and chat to the locals in branching conversations'll that impact their lives. And as for those goats, they can provide milk, cheese, and wool. "Will you embrace slow living," asks developer Humble Reeds, "or push for bolder change?". Heidi's Legacy is coming to PC "soon". Hotel Galatic Hotel Galatic trailer.Watch on YouTube In Hotel Galactic, you're responsible for the running of a modular hotel on a strange cosmic island, which you'll customise and optimise in order to provide guests with the perfect stay. There are resources to manage, a workforce to build, and more, as you cater to the demands of your ever-growing colony, all with assistance from your ghostly Grandpa Gustav. There's a bit more to it than that, though, and the whole thing's framed by a tale of love and vengeance that's conveyed through some lovely anime-inspired art and animation. Hotel Galactic launches into Steam early access on 24th July, with consoles to follow, and a demo's available now. Out and About Out and About trailer.Watch on YouTube If it's serene forest meandering you're after, then look no further than Yaldi Games' Out and About. It's a "cosy foraging adventure" focused on exploring nature and identifying real-life plants and fungi. You'll cook recipes, make herbal remedies, and help rebuild your community after a devastating storm, all while hopefully learning a bit of botanical knowledge you can take out into the real-world. Out and About looks to be aiming for a 2025 release on PC, with a console launch to follow. And if it's piqued your curiosity, you can test out a Steam demo now. Discounty Discounty trailer.Watch on YouTube Forget the farm life; how about managing your own discount supermarket in a small harbour town? That's the premise of Discounty from Crinkle Cut Games, which sees you designing and organising your shop, managing stock levels, working the checkout, and striking trade deals. You'll make friends, navigate local drama, and expand your empire, but that doesn't mean you have to play nice. After all, can you really become filthy rich without making a few lifelong enemies along the way? Discounty launches for Switch, PlayStation, Xbox, and PC on 21st August and, yup, a demo's available now on Steam. Islanders: New Shores Islanders: New Shores trailer.Watch on YouTube We're big fans of developer GrizzlyGames' minimalist city builder Islanders around these parts, so news publisher Coatsink was developing a sequel earlier this year came as a pleasant surprise. It is, if you're unfamiliar, a game about attempting to squeeze as much onto a procedurally generated island as possible, maximising building synergies and minimising penalties to get the highest score. New Shores sounds like a gentle finessing of the formula, rather than a radical reinvention - it's got a sandbox mode as well as a high score mode now, alongside new power-ups called "boons" - but that's okay. The big news is it now has a release date and is coming to Switch, PlayStation, Xbox, and Steam on 10th July. Collector's Cove Collector's Cove trailer.Watch on YouTube VoodooDuck's Collector's Cove might be yet another farming game, but it does at least have a unique twist. For starters, your farm is on a boat endlessly sailing the oceans AND it's powered by an adorable sea monster who you'll need to forge a bond with. As you set out on a tranquil adventure across the water, you'll farm, fish, craft, and personalise your surroundings, sometimes stopping off at passing islands to catalogue their unique flora. Collector's Cove doesn't have a release date yet, but it's coming to PC and a Steam demo's available now. Town to City Town to City trailer.Watch on YouTube Fans of minimalist railway game Station to Station might want to pay attention here. Town to City is developer Galaxy Grove's follow-up to that earlier puzzler, sporting a similar voxel art aesthetic and vibe. This time around, you're charged with building quaint picturesque towns by placing shops, houses, amenities, decorations, and more - all in a bid to please your residents and encourage more to move in. Eventually, you'll have multiple towns under your care, helping the whole region grow and thrive. Town to City doesn't have a release date yet, but you can play a demo on Steam. Fishbowl Fishbowl trailer.Watch on YouTube And finally for the big, non-montage reveals, it's Fishbowl, a coming-of-age tale told over the course of a month. Developer imissmyfriends.studio describes it as a "warm and cozy story about living in isolation, nurturing friendships and understanding grief", and it's all focused on 21-year-old video editor Alo as she works from home while mourning her grandmother. As the days tick by, you'll video call loved ones, work to assemble videos, do care tasks, and solve puzzles to unpack your grandmother's belongings - recovering childhood memories as you do. There's no release date for Fishbowl yet, but it's coming to PS5 and Steam.

Artificial intelligence is a deep and convoluted world. The scientists who work in this field often rely on jargon and lingo to explain what they’re working on. As a result, we frequently have to use those technical terms in our coverage of the artificial intelligence industry. That’s why we thought it would be helpful to put together a glossary with definitions of some of the most important words and phrases that we use in our articles. We will regularly update this glossary to add new entries as researchers continually uncover novel methods to push the frontier of artificial intelligence while identifying emerging safety risks. AGI Artificial general intelligence, or AGI, is a nebulous term. But it generally refers to AI that’s more capable than the average human at many, if not most, tasks. OpenAI CEO Sam Altman recently described AGI as the “equivalent of a median human that you could hire as a co-worker.” Meanwhile, OpenAI’s charter defines AGI as “highly autonomous systems that outperform humans at most economically valuable work.” Google DeepMind’s understanding differs slightly from these two definitions; the lab views AGI as “AI that’s at least as capable as humans at most cognitive tasks.” Confused? Not to worry — so are experts at the forefront of AI research. AI agent An AI agent refers to a tool that uses AI technologies to perform a series of tasks on your behalf — beyond what a more basic AI chatbot could do — such as filing expenses, booking tickets or a table at a restaurant, or even writing and maintaining code. However, as we’ve explained before, there are lots of moving pieces in this emergent space, so “AI agent” might mean different things to different people. Infrastructure is also still being built out to deliver on its envisaged capabilities. But the basic concept implies an autonomous system that may draw on multiple AI systems to carry out multistep tasks. Chain of thought Given a simple question, a human brain can answer without even thinking too much about it — things like “which animal is taller, a giraffe or a cat?” But in many cases, you often need a pen and paper to come up with the right answer because there are intermediary steps. For instance, if a farmer has chickens and cows, and together they have 40 heads and 120 legs, you might need to write down a simple equation to come up with the answer (20 chickens and 20 cows). In an AI context, chain-of-thought reasoning for large language models means breaking down a problem into smaller, intermediate steps to improve the quality of the end result. It usually takes longer to get an answer, but the answer is more likely to be correct, especially in a logic or coding context. Reasoning models are developed from traditional large language models and optimized for chain-of-thought thinking thanks to reinforcement learning. (See: Large language model) 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 $292 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 Deep learning A subset of self-improving machine learning in which AI algorithms are designed with a multi-layered, artificial neural network (ANN) structure. This allows them to make more complex correlations compared to simpler machine learning-based systems, such as linear models or decision trees. The structure of deep learning algorithms draws inspiration from the interconnected pathways of neurons in the human brain. Deep learning AI models are able to identify important characteristics in data themselves, rather than requiring human engineers to define these features. The structure also supports algorithms that can learn from errors and, through a process of repetition and adjustment, improve their own outputs. However, deep learning systems require a lot of data points to yield good results (millions or more). They also typically take longer to train compared to simpler machine learning algorithms — so development costs tend to be higher. (See: Neural network) Diffusion Diffusion is the tech at the heart of many art-, music-, and text-generating AI models. Inspired by physics, diffusion systems slowly “destroy” the structure of data — e.g. photos, songs, and so on — by adding noise until there’s nothing left. In physics, diffusion is spontaneous and irreversible — sugar diffused in coffee can’t be restored to cube form. But diffusion systems in AI aim to learn a sort of “reverse diffusion” process to restore the destroyed data, gaining the ability to recover the data from noise. Distillation Distillation is a technique used to extract knowledge from a large AI model with a ‘teacher-student’ model. Developers send requests to a teacher model and record the outputs. Answers are sometimes compared with a dataset to see how accurate they are. These outputs are then used to train the student model, which is trained to approximate the teacher’s behavior. Distillation can be used to create a smaller, more efficient model based on a larger model with a minimal distillation loss. This is likely how OpenAI developed GPT-4 Turbo, a faster version of GPT-4. While all AI companies use distillation internally, it may have also been used by some AI companies to catch up with frontier models. Distillation from a competitor usually violates the terms of service of AI API and chat assistants. Fine-tuning This refers to the further training of an AI model to optimize performance for a more specific task or area than was previously a focal point of its training — typically by feeding in new, specialized (i.e., task-oriented) data.  Many AI startups are taking large language models as a starting point to build a commercial product but are vying to amp up utility for a target sector or task by supplementing earlier training cycles with fine-tuning based on their own domain-specific knowledge and expertise. (See: Large language model [LLM]) GAN A GAN, or Generative Adversarial Network, is a type of machine learning framework that underpins some important developments in generative AI when it comes to producing realistic data – including (but not only) deepfake tools. GANs involve the use of a pair of neural networks, one of which draws on its training data to generate an output that is passed to the other model to evaluate. This second, discriminator model thus plays the role of a classifier on the generator’s output – enabling it to improve over time.  The GAN structure is set up as a competition (hence “adversarial”) – with the two models essentially programmed to try to outdo each other: the generator is trying to get its output past the discriminator, while the discriminator is working to spot artificially generated data. This structured contest can optimize AI outputs to be more realistic without the need for additional human intervention. Though GANs work best for narrower applications (such as producing realistic photos or videos), rather than general purpose AI. Hallucination Hallucination is the AI industry’s preferred term for AI models making stuff up – literally generating information that is incorrect. Obviously, it’s a huge problem for AI quality.  Hallucinations produce GenAI outputs that can be misleading and could even lead to real-life risks — with potentially dangerous consequences (think of a health query that returns harmful medical advice). This is why most GenAI tools’ small print now warns users to verify AI-generated answers, even though such disclaimers are usually far less prominent than the information the tools dispense at the touch of a button. The problem of AIs fabricating information is thought to arise as a consequence of gaps in training data. For general purpose GenAI especially — also sometimes known as foundation models — this looks difficult to resolve. There is simply not enough data in existence to train AI models to comprehensively resolve all the questions we could possibly ask. TL;DR: we haven’t invented God (yet).  Hallucinations are contributing to a push towards increasingly specialized and/or vertical AI models — i.e. domain-specific AIs that require narrower expertise – as a way to reduce the likelihood of knowledge gaps and shrink disinformation risks. Inference Inference is the process of running an AI model. It’s setting a model loose to make predictions or draw conclusions from previously-seen data. To be clear, inference can’t happen without training; a model must learn patterns in a set of data before it can effectively extrapolate from this training data. Many types of hardware can perform inference, ranging from smartphone processors to beefy GPUs to custom-designed AI accelerators. But not all of them can run models equally well. Very large models would take ages to make predictions on, say, a laptop versus a cloud server with high-end AI chips. [See: Training] Large language model (LLM) Large language models, or LLMs, are the AI models used by popular AI assistants, such as ChatGPT, Claude, Google’s Gemini, Meta’s AI Llama, Microsoft Copilot, or Mistral’s Le Chat. When you chat with an AI assistant, you interact with a large language model that processes your request directly or with the help of different available tools, such as web browsing or code interpreters. AI assistants and LLMs can have different names. For instance, GPT is OpenAI’s large language model and ChatGPT is the AI assistant product. LLMs are deep neural networks made of billions of numerical parameters (or weights, see below) that learn the relationships between words and phrases and create a representation of language, a sort of multidimensional map of words. These models are created from encoding the patterns they find in billions of books, articles, and transcripts. When you prompt an LLM, the model generates the most likely pattern that fits the prompt. It then evaluates the most probable next word after the last one based on what was said before. Repeat, repeat, and repeat. (See: Neural network) Neural network A neural network refers to the multi-layered algorithmic structure that underpins deep learning — and, more broadly, the whole boom in generative AI tools following the emergence of large language models.  Although the idea of taking inspiration from the densely interconnected pathways of the human brain as a design structure for data processing algorithms dates all the way back to the 1940s, it was the much more recent rise of graphical processing hardware (GPUs) — via the video game industry — that really unlocked the power of this theory. These chips proved well suited to training algorithms with many more layers than was possible in earlier epochs — enabling neural network-based AI systems to achieve far better performance across many domains, including voice recognition, autonomous navigation, and drug discovery. (See: Large language model [LLM]) Training Developing machine learning AIs involves a process known as training. In simple terms, this refers to data being fed in in order that the model can learn from patterns and generate useful outputs. Things can get a bit philosophical at this point in the AI stack — since, pre-training, the mathematical structure that’s used as the starting point for developing a learning system is just a bunch of layers and random numbers. It’s only through training that the AI model really takes shape. Essentially, it’s the process of the system responding to characteristics in the data that enables it to adapt outputs towards a sought-for goal — whether that’s identifying images of cats or producing a haiku on demand. It’s important to note that not all AI requires training. Rules-based AIs that are programmed to follow manually predefined instructions — for example, such as linear chatbots — don’t need to undergo training. However, such AI systems are likely to be more constrained than (well-trained) self-learning systems. Still, training can be expensive because it requires lots of inputs — and, typically, the volumes of inputs required for such models have been trending upwards. Hybrid approaches can sometimes be used to shortcut model development and help manage costs. Such as doing data-driven fine-tuning of a rules-based AI — meaning development requires less data, compute, energy, and algorithmic complexity than if the developer had started building from scratch. [See: Inference] Transfer learning A technique where a previously trained AI model is used as the starting point for developing a new model for a different but typically related task – allowing knowledge gained in previous training cycles to be reapplied.  Transfer learning can drive efficiency savings by shortcutting model development. It can also be useful when data for the task that the model is being developed for is somewhat limited. But it’s important to note that the approach has limitations. Models that rely on transfer learning to gain generalized capabilities will likely require training on additional data in order to perform well in their domain of focus (See: Fine tuning) Weights Weights are core to AI training, as they determine how much importance (or weight) is given to different features (or input variables) in the data used for training the system — thereby shaping the AI model’s output.  Put another way, weights are numerical parameters that define what’s most salient in a dataset for the given training task. They achieve their function by applying multiplication to inputs. Model training typically begins with weights that are randomly assigned, but as the process unfolds, the weights adjust as the model seeks to arrive at an output that more closely matches the target. For example, an AI model for predicting housing prices that’s trained on historical real estate data for a target location could include weights for features such as the number of bedrooms and bathrooms, whether a property is detached or semi-detached, whether it has parking, a garage, and so on.  Ultimately, the weights the model attaches to each of these inputs reflect how much they influence the value of a property, based on the given dataset. Topics

Image: NintendoNintendo has been revealing all sorts of details about Mario Kart World each week in the leadup to the Switch 2 launch and we've now got even more footage. First up is a glimpse of the game's official title screen which features the driver (in this case, Mario) zipping about the world of the new game. It seems you'll be able to jump straight into the action from this start screen and roam about the new open world by simply pressing the L and R buttons. This is certainly a nice change to Mario Kart 8 Deluxe as it's no longer just a static picture of some artwork. Next up we've got a look at the one of the many missions in the game - it's quick and challenging, and can be activated by driving onto a P Switch. Keep in mind this isn't the first time we've seen missions and challenges like this in Mario Kart. This mission tasks Toadette with a "bold escape through the ice-cream ravine" and it's a race against the clock. This follows a previous mission that showed the Cow having to navigate through a herd of cows on the map. "We wanted to take the series to the next level" What an udder surprise Are we there yet? What do you think of World's title screen and the mission mode? Will you be hitting the track next month? Let us know in the comments. [source mynintendonews.com] Related Games See Also Share:0 0 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 27 Upcoming Nintendo Switch 2 Games We're Excited For In 2025 The very best Switch 2 games coming soon Shigeru Miyamoto Explains Why Donkey Kong Has Been Redesigned You want expressive? You got it Here's A Look At The Size And Inside Of Switch 2 Game Cases Arriving in store next month Nintendo Unveils Diddy Kong's Brand New Design Cap's off

Kart around the world!The Nintendo Switch 2 is (finally) coming soon, and with it will be a new installment in the wildly successful Mario Kart series. Mario Kart World is shaping up to be the largest Mario Kart ever made, with new characters, new items, and an entire map that can be explored thanks to new free-roaming mechanics.That being said, there are still "normal" racetracks scattered throughout the map, with the type of classic Mario Kart-style turns, obstacles, and secret paths that fans have loved for decades. Below is a list of all 32 courses that you and up to 23 other racers will be speeding through, from Mario Bros. Circuit to the vaunted Rainbow Road.Mario Kart World launches alongside--and exclusively for--the Nintendo Switch 2 on June 5. Preorders for the new console remain sold out for now, but preorders for the new Mario Kart game are still available at multiple retailers. Mario Bros. CircuitThis desert-themed track was the first Mario Kart World track ever shown to the public, as it was teased during the Nintendo Switch 2 teaser trailer in January. Crown CityThis large urban raceway is one of two tracks to appear in multiple Grand Prix cups, with each appearance highlighting a different route around the area. Whistletop SummitMario Kart 64 fans will appreciate the callback to Kalahari Desert here, as Whistletop Summit features a running train that will sometimes pose as an obstacle during a race. DK SpaceportDK Spaceport invokes the classic Donkey Kong 25m stage in its design, with multiple ramps shifting the races left and right as they ascend to the top of a hill. The massive mechanical monkey will follow racers up the structure--and maybe throw a few barrels at them too. Desert HillsDesert Hills is a remake of a track of the same name from Mario Kart DS. Pokeys routinely walk onto the track as an extra hazard, while the Angry Sun sometimes rain snakes down from the sky to force racers off course. Shy Guy BazaarShy Guy Bazaar is another course returning from a previous game, this time coming from Mario Kart 7 on the 3DS. This time, however, Mario Kart World's new free-roam abilities may let us find out what's going on in that palace in the background. Wario StadiumWario Stadium returns for the first time since its debut in Mario Kart 64--up until now, it was the only track from MK64 that had not been used as a classic track in another Mario Kart game. Airship FortressThe race takes to the skies in Airship Fortress, where a fleet of Bowser's flying ships serves as the racetrack. This track is also a returning course, as it debuted in Mario Kart DS. DK PassWhile DK Pass has been around for a while--it's appeared in Mario Kart DS, Mario Kart 7, and Mario Kart Tour on mobile devices--this is the first time the snowy mountain course will appear on a home console version of the game. Starview PeakStarview Peak is a brand-new course debuting in Mario Kart World. It's themed around Rosalina and her Comet Observatory, which players explored in Super Mario Galaxy. Sky-High SundaeThis delicious dessert course made its Mario Kart debut in the Booster Course Pass of Mario Kart 8 Deluxe. The Mario Kart World version loses the anti-gravity features of the previous game, which results in a new layout closer to its appearance in Mario Kart Tour. Wario ShipyardWario Shipyard takes racers through a pirate ship graveyard in the middle of the ocean, with spooky skeletal fish swimming through the water as racers pass by. The course originally debuted in Mario Kart 7 on 3DS. Koopa Troopa BeachKoopa Troopa Beach hearkens back to Koopa Beach 2 in Mario Kart SNES, with racers driving around the perimeter of a large island. A few new elements and decorations have been added, including a massive Koopa Troopa balloon overlooking the course. Faraway OasisFaraway Oasis is another all-new course in Mario Kart World. This one is themed after an African safari, with zebras, elephants, and other animals roaming the course during each race. Crown City 2Crown City 2 takes an alternate route around the massive urban area seen earlier in the gallery, though the exact route and obstacles have yet to be fully revealed. Peach StadiumPeach Stadium is the second original course in Mario Kart World to have multiple Grand Prix appearances, following Crown City. It's located in the center of the game's map, just south of Moo Moo Meadows. Peach BeachPeach Beach returns from Mario Kart: Double Dash on the GameCube. Players will drive over a large sandbar before the course wraps around a seaside castle, which replaces Delfino Plaza from the GameCube version. Salty Salty SpeedwaySalty Salty Speedway--which makes its series debut in Mario Kart World--features multiple canals running alongside the racetrack. Players will sometimes drive over or even into the canals while running the course. Dino Dino JungleAnother course returning from Mario Kart: Double Dash, Dino Dino Jungle features a giant yellow T-Rex that racers must avoid, as well as multiple geysers that can erupt right while a driver is traveling over it. Great ? Block RuinsGreat ? Block Ruins is a course that takes place in the skies above the map. It features mysterious ruins floating above the clouds, with a giant stone question block sitting prominently at the top of the course. Cheep Cheep FallsThis Japanese-inspired course will see players race through waterfalls and rivers, which run through a village of pagodas and other small buildings. Dandelion DepthsDandelion Depths seems to take much of its inspiration from the Steam Gardens of Super Mario Odyssey, with its mixture of natural and bright red metallic structures intertwining throughout the course. Boo CinemaThis haunted movie theater will send racers into the films themselves, with the surrounding area shifting from full color to a sepia-toned look as players race over massive film strips and through the theater's screen. Dry Bones BurnoutDry Bones Burnout is a volcano-themed course adorned with large bones resembling the titular Dry Bones. The course features a lake of lava that players must glide over or risk falling into the molten muck. Moo Moo MeadowsThe internet's new favorite racer Cow hails from Moo Moo Meadows, which returns as a classic course for the second straight console release. Cows line the track, and racers can crash into them if they're not careful. Choco MountainThough Choco Mountain has appeared a few times in Mario Kart history--debuting in Mario Kart 64 and then appearing in Mario Kart DS and MK8 Deluxe--this new version is now themed around Chargin' Chuck, Mario's football-playing (or is it baseball-playing?) enemy. Toad's FactoryToad's Factory is making a comeback for the first time since Mario Kart Wii, and it's bringing all of its industrial-themed obstacles with it. The course has seen some alternations, however--for one, racers can no longer fall off of the conveyor belts thanks to new fences. Bowser's CastleMario Kart World continues the tradition of naming a course Bowser's Castle, but delivering a completely difference experience from past iterations of the track. This new version has a more high-tech theme than its predecessors. Acorn HeightsAcorn Heights is one of Mario Kart World's new courses, with the racetrack winding around a gigantic tree adorned with acorns. Skeeters--the gliding bug enemies from multiple Mario games--will appear in some of the course's waterways. Mario CircuitMario Kart SNES's Mario Circuit, for many, is the first Mario Kart course they ever raced on. The iconic course returns in Mario Kart World, with this new version combining the SNES's multiple Mario Circuits into one big course. Peach Stadium 2The second Peach Stadium route is slightly different from the previous run, but it will also travel in and out of Peach's Castle, which sits in the center of the track. Rainbow RoadThe Mario Kart World version of Rainbow Road has not been revealed yet--we only know of it thanks to a tease in the Mario Kart World Direct--but it will appear in its usual place as the final course in the main Mario Kart World experience.

Explorations in material take on a deeper meaning in the work of these four talented makers, whose collectible objects are as functional as they are covetable. We sat down with Chuma Maweni, Osanna Visconti, Simone Bodmer-Turner, and Ombia Studio Founder Cristina Moreno to talk about unexpected sources of inspiration, pivotal career moments, and experiences that shaped who they are and how they create today. Chuma Maweni The South Africa–based ceramist has put his stamp on traditional Zulu and Xhosa techniques.Gerheardt CoetzeeChuma Maweni in his Cape Town studio.When did you first think of yourself as a creator?CM: There wasn’t a defining moment that I remember, more a realization a few years ago that people, from curators to collectors to family, had started to take notice of my work and wanted to know more about it. That was a very affirming shift for me, particularly in terms of how my parents saw me.Lea CraffordChuma Maweni’s Zoliswa (Qavashe), a rounded mirror with a frame made of clay tiles.What would surprise people most about your process?CM: People are surprised when they realize that my works are made from clay. They often think they’re made of wood. When people think about ceramics, they tend to think of sculpture and vessels, not furniture.Delaire GraffiSibane (Maweni) in glazed stoneware, glass, and steel.What was the last trip you took that sparked your creative output?CM: Going home to Mthatha is always inspiring for me and my work. When I’m there I can practice smoke-firing using cow dung. I can literally watch the cows in the field while I work! There’s something very interesting about this idea of going back to the source.Hayden Phipps and Southern GuildThe installation iMvelaphi, on view at Southern Guild in Cape Town in 2024.Who is your dream collaborator?CM: Within the stable of my gallery, Southern Guild, I would love to collaborate with Adam Birch and Zanele Muholi. Osanna ViscontiThe Milanese metalworker is well known for her elegant pieces made with the lost-wax casting technique.Federico VillaVisconti in her Milan studio. When did you first think of yourself as a creator?OV: Ever since I was a child. At school I would take pliers, thin golden thread, and beads into the classroom and produce pieces to share with my classmates.Osanna ViscontiOsanna Visconti’s Bambù bookshelf in natural bronze.What would surprise people most about your process?OV: My eclecticism, just like the matter I shape. I am an artisan and an artist, and my practice spans art and technique, beauty and function. I am not a sculptor nor an industrial designer, even though I share my approach and quest for meaning with design.Osanna ViscontiVisconti’s cast bronze Campanula floor lamp.What was the last trip you took that inspired your creative output?OV: It was in a weekend house, looking at a magnolia tree of considerable size, with branches touching the windows. I grasped the life cycle of a flower, nature’s most exquisite creation, and it inspired my Magnolia collection of furniture in natural bronze.Osanna ViscontiVisconti’s cast bronze Bambu armchair. What music do you listen to while you work?OV: All piano concertos by Sergei Rachmaninoff. Simone Bodmer-TurnerWorking in rural Massachusetts, Bodmer-Turner’s studio practice manages to span mediums and meanings.NEIGE THEBAULTBodmer-Turner applying a glaze to one of her chairs.When did you first think of yourself as a creator?SBT: I’ve always known one of my skills was being creative, but saying it out loud to my family, with the intention of doing creative work as my profession rather than as an extracurricular, set me on the path I am now on.What would surprise people most about your process?SBT: I do absolutely nothing with a computer or any technology—except email. Marco GallowayLamps from the Tulip series.What was the last trip you took that inspired your creative output?SBT: My partner and I have been learning to sail. Being on a boat in the middle of the ocean brings clarity, and the multipurposeness and collapsibility of spaces within a boat is so inspiring.What advice would you have for your younger self?SBT: Don’t tell yourself you can’t create something you’re passionate about just because you haven’t seen someone structure a practice that way before. Your gut will always know what’s right for you. Ombia StudioFrom her studio in Los Angeles, Cristina Moreno makes sculptural furniture in clay and wood.Courtesy of OmbiaOmbia Studio founder Cristina Morenoin her L.A. studio. When did you first think of yourself as a creator?CM: I started painting when I was two years old and have known ever since that creativity would forever be a part of me.David William BaumOmbia Studio’s Arena side table in ceramic.What would surprise people most about your process?CM: The technicality and how physically difficult it is to make these tables. When I have friends come by the studio, they’re always amazed—they never thought each piece could take so many steps and require so much muscle.David William BaumCleo, a five-legged ceramic side table.What was the last trip you took that impacted your creative output?CM: Production trips to Mexico City are always fruitful. Places that have a deep artisanal ancestry remind me that there is so much to learn, and beauty in the handmade. I’m still thinking about my trip to the gold museum in Bogotá, Colombia.David William BaumMusica, a sculptural dining chair.What was the last work of art you saw that inspired your output, and how?CM: I wouldn’t say art directly inspires my output. At least not consciously. I usually find that ancient functional objects are what really inspire me. This story originally appeared in the May 2025 issue of Elle Decor. SUBSCRIBE