show some love for the losers Delightfully irreverent Underdogs isn’t your parents’ nature docuseries Ryan Reynolds narrates NatGeo's new series highlighting nature's much less cool and majestic creatures Jennifer Ouellette – Jun 15, 2025 3:11 pm | 5 The indestructible honey badger is just one of nature's "benchwarmers" featured in Underdogs Credit: National Geographic/Doug Parker The indestructible honey badger is just one of nature's "benchwarmers" featured in Underdogs Credit: National Geographic/Doug Parker Story text Size Small Standard Large Width * Standard Wide Links Standard Orange * Subscribers only   Learn more Narrator Ryan Reynolds celebrates nature's outcasts in the new NatGeo docuseries Underdogs. Most of us have seen a nature documentary or two (or three) at some point in our lives, so it's a familiar format: sweeping majestic footage of impressively regal animals accompanied by reverently high-toned narration (preferably with a tony British accent). Underdogs, a new docuseries from National Geographic, takes a decidedly different and unconventional approach. Narrated by with hilarious irreverence by Ryan Reynolds, the five-part series highlights nature's less cool and majestic creatures: the outcasts and benchwarmers, more noteworthy for their "unconventional hygiene choices" and "unsavory courtship rituals." It's like The Suicide Squad or Thunderbolts*, except these creatures actually exist. Per the official premise, "Underdogs features a range of never-before-filmed scenes, including the first time a film crew has ever entered a special cave in New Zealand—a huge cavern that glows brighter than a bachelor pad under a black light thanks to the glowing butts of millions of mucus-coated grubs. All over the world, overlooked superstars like this are out there 24/7, giving it maximum effort and keeping the natural world in working order for all those showboating polar bears, sharks and gorillas." It's rated PG-13 thanks to the odd bit of scatalogical humor and shots of Nature Sexy Time Each of the five episodes is built around a specific genre. "Superheroes" highlights the surprising superpowers of the honey badger, pistol shrimp, and the invisible glass frog, among others, augmented with comic book graphics; "Sexy Beasts" focuses on bizarre mating habits and follows the format of a romantic advice column; "Terrible Parents" highlights nature's worst practices, following the outline of a parenting guide; "Total Grossout" is exactly what it sounds like; and "The Unusual Suspects" is a heist tale, documenting the supposed efforts of a macaque to put together the ultimate team of masters of deception and disguise (an inside man, a decoy, a fall guy, etc.).  Green Day even wrote and recorded a special theme song for the opening credits. Co-creators Mark Linfield and Vanessa Berlowitz of Wildstar Films are longtime producers of award-winning wildlife films, most notably Frozen Planet, Planet Earth and David Attenborough's Life of Mammals—you know, the kind of prestige nature documentaries that have become a mainstay for National Geographic and the BBC, among others. They're justly proud of that work, but this time around the duo wanted to try something different. Madagascar's aye-aye: "as if fear and panic had a baby and rolled it in dog hair" National Geographic/Eleanor Paish Madagascar's aye-aye: "as if fear and panic had a baby and rolled it in dog hair" National Geographic/Eleanor Paish An emerald jewel wasp emerges from a cockroach. National Geographic/Simon De Glanville An emerald jewel wasp emerges from a cockroach. National Geographic/Simon De Glanville A pack of African hunting dogs is no match for the honey badger's thick hide. National Geographic/Tom Walker A pack of African hunting dogs is no match for the honey badger's thick hide. National Geographic/Tom Walker An emerald jewel wasp emerges from a cockroach. National Geographic/Simon De Glanville A pack of African hunting dogs is no match for the honey badger's thick hide. National Geographic/Tom Walker A fireworm is hit by a cavitation bubble shot from the claw of a pistol shrimp defending its home. National Geographic/Hugh Miller As it grows and molts, the mad hatterpillar stacks old head casings on top of its head. Scientists think it is used as a decoy against would-be predators and parasites, and when needed, it can also be used as a weapon. National Geographic/Katherine Hannaford Worst parents ever? A young barnacle goose chick prepares t make the 800-foot jump from its nest to the ground. National Geographic An adult pearlfish reverses into a sea cucumber's butt to hide. National Geographic A vulture sticks its head inside an elephant carcass to eat. National Geographic A manatee releases flatulence while swimming to lose the buoyancy build up of gas inside its stomach, and descend down the water column. National Geographic/Karl Davies "There is a sense after awhile that you're playing the same animals to the same people, and the shows are starting to look the same and so is your audience," Linfield told Ars. "We thought, okay, how can we do something absolutely the opposite? We've gone through our careers collecting stories of these weird and crazy creatures that don't end up in the script because they're not big or sexy and they live under a rock. But they often have the best life histories and the craziest superpowers." Case in point: the velvet worm featured in the "Superheroes" episode, which creeps up on unsuspecting prey before squirting disgusting slime all over their food. (It's a handy defense mechanism, too, against predators like the wolf spider.) Once Linfield and Berlowitz decided to focus on nature's underdogs and to take a more humorous approach, Ryan Reynolds became their top choice for a narrator—the anti-Richard Attenborough. As luck would have it, the pair shared an agent with the mega-star. So even though they thought there was no way Reynolds would agree to the project, they put together a sizzle reel, complete with a "fake Canadian Ryan Reynolds sound-alike" doing the narration. Reynolds was on set when he received the reel, and loved it so much he recoded his own narration for the footage and sent it back. "From that moment he was in," said Linfield, and Wildstar Films worked closely with Reynolds and his company to develop the final series. "We've never worked that way on a series before, a joint collaboration from day one," Berlowitz admitted. But it worked: the end result strikes the perfect balance between scientific revelation and accurate natural history, and an edgy comic tone. That tone is quintessential Reynolds, and while he did mostly follow the script (which his team helped write), Linfield and Berlowitz admit there was also a fair amount of improvisation—not all of it PG-13.  "What we hadn't appreciated is that he's an incredible improv performer," said Berlowitz. "He can't help himself. He gets into character and starts riffing off [the footage]. There are some takes that we definitely couldn't use, that potentially would fit a slightly more Hulu audience."  Some of the ad-libs made it into the final episodes, however—like Reynolds describing an Aye-Aye as "if fear and panic had a baby and rolled it in dog hair"—even though it meant going back and doing a bit of recutting to get the new lines to fit. Cinematographer Tom Beldam films a long-tailed macaque who stole his smart phone minutes later. National Geographic/Laura Pennafort Cinematographer Tom Beldam films a long-tailed macaque who stole his smart phone minutes later. National Geographic/Laura Pennafort The macaque agrees to trade ithe stolen phone for a piece of food. National Geographic The macaque agrees to trade ithe stolen phone for a piece of food. National Geographic A family of tortoise beetles defend themselves from a carnivorous ant by wafting baby poop in its direction. National Geographic A family of tortoise beetles defend themselves from a carnivorous ant by wafting baby poop in its direction. National Geographic The macaque agrees to trade ithe stolen phone for a piece of food. National Geographic A family of tortoise beetles defend themselves from a carnivorous ant by wafting baby poop in its direction. National Geographic A male hippo sprays his feces at another male who is threatening to take over his patch. National Geographic A male proboscis monkey flaunts his large nose. The noses of these males are used to amplify their calls in the vast forest. National Geographic Dream girl: A blood-soaked female hyena looks across the African savanna. National Geographic A male bowerbird presents one of the finest items in his collection to a female in his bower. National Geographic The male nursery web spider presents his nuptial gift to the female. National Geographic Cue the Barry White mood music: Two leopard slugs suspend themselves on a rope of mucus as they entwine their bodies to mate with one another. National Geographic Despite their years of collective experience, Linfield and Berlowitz were initially skeptical when the crew told them about the pearl fish, which hides from predators in a sea cucumber's butt (along with many other species). "It had never been filmed so we said, 'You're going to have to prove it to us,'" said Berlowitz. "They came back with this fantastic, hilarious sequence of a pearl fish reverse parking [in a sea cucumber's anus)." The film crew experienced a few heart-pounding moments, most notably while filming the cliffside nests of barnacle geese for the "Terrible Parents" episode. A melting glacier caused a watery avalanche while the crew was filming the geese, and they had to quickly grab a few shots and run to safety. Less dramatic: cinematographer Tom Beldam had his smartphone stolen by a long-tailed macaque mere minutes after he finished capturing the animal on film. If all goes well and Underdogs finds its target audience, we may even get a follow-up. "We are slightly plowing new territory but the science is as true as it's ever been and the stories are good. That aspect of the natural history is still there," said Linfield. "I think what we really hope for is that people who don't normally watch natural history will watch it. If people have as much fun watching it as we had making it, then the metrics should be good enough for another season." Verdict: Underdogs is positively addictive; I binged all five episodes in a single day. (For his part, Reynolds said in a statement that he was thrilled to "finally watch a project of ours with my children. Technically they saw Deadpool and Wolverine but I don't think they absorbed much while covering their eyes and ears and screaming for two hours.") Underdogs premieres June 15, 2025, at 9 PM/8 PM Central on National Geographic (simulcast on ABC) and will be available for streaming on Disney+ and Hulu the following day.  You should watch it, if only to get that second season. Jennifer Ouellette Senior Writer Jennifer Ouellette Senior Writer Jennifer is a senior writer at Ars Technica with a particular focus on where science meets culture, covering everything from physics and related interdisciplinary topics to her favorite films and TV series. Jennifer lives in Baltimore with her spouse, physicist Sean M. Carroll, and their two cats, Ariel and Caliban. 5 Comments

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.

SirCozyCrow5 hours agoThe sound track is PEAK! I loved playing this, and my partner who normally doesn't play games like this one had a good time as well. I enjoyed the learning curve and I can't wait to play the harder difficulties.Here's a video I made, my partner jumped in for a few minutes as well.Replyso funReplyDrew.a.Chain1 day ago(+1)Very addictive!ReplyTrashpanda1191 day ago(+1)love the playstyle and the art style definitly fun to play plus the music is the cherry on topReplyAhoOppai1 day ago(+1)really fun game cant wait for the full gameReplyDin Xavier coding1 day agoI chose the laser eye. How do I turn the attack around? Can I even do that?Replyoverboy1 day agoHey, the laser eye gets a random direction at the start of each wave, it's one of the specificities of this attack ;)ReplyFort Kenmei1 day agoGameplay and Critique ;)Replyoverboy1 day ago(+1)Thanks a lot for the awesome video and the feedback! :)ReplyTLGaby2 days agoJust to know browser progress keep getting reset.Replyoverboy1 day ago (2 edits) (+1)Thanks for the report! Could it be due to some of your browser settings?Unfortunately, browser-based games can't always guarantee reliable local saves due to how browsers handle storage.To avoid this in the future, I recommend trying the downloadable version of the demo,  it provides a more stable environment for saving progress. :)Replyepic.Replyoleekconder2 days ago (1 edit) (+1)Very nice. Spent couple hours easy=) UPD: And some moreReplyMaximusR3 days agoes un juego que ya jugue en su momento cuando tenias menos cosas y ahora que esta actualizado quisiera grabarlo otra vezReplyEPIClove the spiders ♥ReplynineGardens3 days ago (1 edit) (+2)Okay so.... tried out a few things, and some Dev suggestions to report: Bigfoot is such a cool idea, and running around at that speed with like.... all THAT going on just gave me motion sickness.Summoner is hysterical fun. All hail spiders. Tomatoe's are pretty fun too.The Adept is so cool in theory, but... once you have the right build is a bit of a "standing still simulator"  Also, if you have totoms or other turrets, there's very much the question each round of "Will my circle spawn NEAR the totoms (instant win), or far from them (oh no)"   I kind of wonder if the mage circle should like... fizzle out after 20 seconds and appear somewhere else. Just... something to give a bit more dynamism, and to make the original spawn point less critical.Okay: added thoughts:Watering psycotic tomatoes feels great.Being a malevolent spider with 8 arms feels amazing. Feels very good and natural."Orbital" is one of the greatest and most fun abilities in the game.  I would take this even without the damage boost.Lots of fun, but also very silly. Good job.Replydave99993 days agowith some size you can kick the totems around to reposition them towards your circle, it benefits them too, adept can choose the wand at the start and with it you have no sustain problem anyway whatever build you want to set upReplynineGardens3 days agoOh damn- only just found out you can kick the totems!Okay, yeah in this case all is well. Or at least.... I still think a moving circle could be cool, but the fact that you can move your totems over to where the circle is makes things much better.Replyjust get enough amount+size and they hit everything, bounce is overkill ReplyLost track of time 10 hours in and still hooked. Absolutely love it! Can't wait for the full releaseReplyDriftedVoid4 days agoPretty good! ReplyIndyot4 days agoIt's a pretty addictive game, congrats! I lowkey missed a bit of satisfaction on the weapons though.ReplyCongrats on the game! I really like the weapons that you interact with which gives it a fun spin. (i.e. the spike ball)Reply1Soultaken4 days agoAnyone know good combos for the items? (I just pick randomly.)Replydave99994 days ago (1 edit) (+2)lasers plus amount+adept some arcane for basic dmg (its instable to setup and only overboy starts with one) totems +amount+ bounce+adept optional size and arcane you can stand still in the endall shovels with crit, strength their extra souls help you snowball hard and easy probably the most straightforward and stable very good build you can beat the game with nearly anything its well balanced but this one is very strong and easy (realized in the end that all size was wasted on this) soul flask, more chests are near always must pick, the high luck value ones give you better items the free reroll is a must pick, lightning dagger is somewhat unique as it  can carry you the entire early game even if you do not get enough element damage (I understand that the more gimmicky things like pets and kickables give the game versatility but to min max they are not that competative)Replydave99998 days agounderestimated totems Replylimey8 days agoi like how you made like MULTITUDES of updates on this so like as soon as i check my feed its just thisReplydave99998 days ago (1 edit) (+1)my best run so far,  there s a hidden mechanic that  makes weapons  you have more likely to drop?Replyoverboy8 days ago(+2)Lmao, awesome — looks like a really fun build to play! Yeah, Shop RNG uses a lot of hidden tricks to help you find relevant attacks, while still allowing unrelated ones to appear. That way, you can discover unique builds and experiment freely!Replyoverboy8 days ago (1 edit) Thank you so much for the incredible reception of the web demo on Itch, and to everyone who wishlisted the game! Many of the changes—along with much more to come in future updates—are directly based on your feedback here and on the game’s Discord. I’m also excited to announce that the game will release on Steam on 8 July 2025! Demo - Update 35 (06 June 2025)Singleplayer UI: Level Up Upgrade Phase and Chest Pickup Phase UI now display the items and attacks inventories (useful to check the scaling of current equipped attacks for example) Singleplayer Shop: subtle animation while selecting a Buy Button Many Balancing tweaks Balancing: nerfed Life Steal in various ways (lower values gained from items) Balancing: nerfed Knockback in various ways (lower values gained, higher item rarity, lower max applied value) Balancing: too much items enhancing HP Max were put in the Demo, this means it was easier to get a lot of HP and to survive in the Demo due to higher ratio of items providing HP Added a subtle duration during which the player can still pickup Souls even if they’re slurped by the Soul Portal Fine tuned the color of some weapons to improve the visibility Balancing: Ballista don’t double their projectiles based on amount anymore (only number of ballistas scales with amount) If Player HP is Full and HP Max > 20, the player can’t be one-shot Bugfix: in-game achievement pop up could be displayed below other UI elements while it should always be above everything else Potential Bugfix for a rare bug happening in Multiplayer shop where player2 Shop sections wasn’t displayed at allRework the save system in preparation for upcoming features ReplyxHELLO_WORLDx10 days agocontracts on the gameReplydave999910 days agoelijah_ap10 days agoLove the art style, upgrades, controls, etc. Balance might be the only thing off about this. If you were to add anything, I would want to see more variety in the stages, similar to Vampire Survivor. Otherwise- really great.ReplyThank you so much! I’ll keep working on the balance with each update, and I appreciate the suggestion on stage variety!ReplyNetsmile10 days agoTorch IV has a problem rounding numbers in the stats hover over display. Other levels of torches workReplyoverboy10 days ago (1 edit) Thanks, I'll fix this displayed rounding number issue soon!ReplySkeppartorsk10 days agoFor now I'd say it's fun, but lacking a bit in balance. I absolutely suck at brotatolikes. But find this one easy, so it's probably undertuned as far as difficulty is concerned. The power and availability of HP and regen items, makes you just literally not care if you get hit. Then the relatively strong armor on top and you're just too tanky for anything to feasibly ever kill you.Replyoverboy10 days ago (1 edit) (+1)Thanks for the feedback! Sounds like tanky builds might be a bit too forgiving right now, i'll do some balancing changesReplySkeppartorsk9 days ago (2 edits) Life steal has similar issues too. There's also the standard issue with knockback in these kinds of games. The lack of any enemy resistance/diminishing returns, means it's way too easy to get enough knockback that enemies cannot touch you anymore. Ranged attacks are too few and far between to worry about with the current levels of sustain. Meaning you can just Stand Still and Kill way too realiably. Edit: Lategame with 6x Wands I'm getting so much screen shake it's triggering simulation sickness. It was due to having Pierce + Bounce. The screen shake from my projectiles bouncing off the edge of the map.Replyoverboy8 days ago (2 edits) (+1)thanks for your feedback, it will help for the game balancing!For now I try to avoid diminishing returns by design to make sure each feature and stat is super easy to understand because I dislike when roguelike gets too opaque, I prefer that the player fully and easily undestand each of its choices, but yeah that involves a good balance to find!In future updates, Life Steal will become harder to get, Knockback will be capped at lower maximum applied values.Regarding the overall difficulty, the full version has 3 extra level of difficulties, and based on some feedbacks i have from beta testers, the balance between the 5 difficulty modes seem to be close to what i'm aiming for (minus some issues like you pointed out, and of course some balancing required on specific builds and items)There is already an option to disable screenshakes ;)Edit: Would you be interested to join the beta-test of the full game? If so please join the Discord and ping me in DM ;)ReplySkeppartorsk8 days ago (4 edits) I did notice that you could turn off screen shake entirely. But admittedly a lot of the visceral feel of the combat goes away when you fully disable the screen shake. But when you have too many Leeroy/knockback projectiles/bouncing projectiles. It just reaches the point where simulation sickness sets in. Wish there was something like an intensity setting, or a way for it to cap out at how often a screen shake can get triggered. I agree on the opaque thing. But I was more thinking something akin to how CC Diminishing Returns works in WoW. Where 1st hit = full value, 2nd hit within 10s = half value, 3rd hit = 1/4 value. Then 10s of immunity before it resets. That way you still get knockback when you pick knockback. But you can't just perma nail enemies against the wall. Edit: Also there's a wording issue (or a bug) with how multiple pentagrams work. If you have adept pentagram and the item pentagram the wording is "when you stand inside a pentagram" But the item one gives the 20% damage ONLY and the adept one gives the adept bonuses ONLY. The wording would mean that both pentagrams should give adept bonus AND 20% damage bonus.Edit2: I'd suggest reformatting Grimorius tooltip so that the -10% armor is above the "on level up"portion. The indentation difference between the +1% speed and -10% armor is small enough that I read it as losing 10% armor on every level up.Replyoverboy8 days agoThanks a lot for the interesting insights!I nerfed HP, Lifesteal and Knockback using various techniques in the last update, along with many other changes.Just tested Pentagram/Adept and it works as expected: the 2 effects stack correctly as the wording impliedI reformatted Grimorius tooltip as you suggested ;)ReplyView more in threadBad Piggy11 days agoVery cool in it's current state. I love how much it really emphasises movement like how some active abilities need to be grabbed from around the arena to do themThat said, I think enemy projectiles could honestly stand out more. I could hardly see them at times in all the chaos.Still, I think this is a pretty solid base right now, and as always, you have a beautiful visual style, though I feel like the game suffers a little from how busy it can get. Great stuff so far thoughReplyThanks Bad Piggy! Really glad you’re enjoying the mechanics. I appreciate the feedback on projectile visibility and how busy things can get. I’ll definitely look into ways to improve those aspects. Really grateful for the kind words and thoughtful feedback!ReplyLeoLohandro11 days agoA copy of the brotato), but still fun.Replyoverboy11 days ago (2 edits) (+1)Hey thanks a lot! Yes this game is a Brotato-like with many twists and new innovative mechanics, such as:- Equippable Boss Patterns (active skills you can trigger by picking orbs on the map)- Minion Summoning- Growing Plant Minions with a watercan- Amount and Size stats - Physics-Based Weapons – like chained spikeballs- Kickable stuff (you can even play soccer with your minions or other co-op players)- Playable character merge feature (get the effect of 2 different characters or more at the same time)- Dozens and dozens of unique effects (turning enemies into Sheep, or Golden Statues, or both?)I'm aiming for something like The Binding of Isaac meets Brotato — a deep, replayable experience full of chaotic synergies and wild builds that feel totally unique each run, with all the "being a boss fantasy and humor" deeply included in the mechanics and content :)Reply

PlayStation Studios boss Hermen Hulst has insisted that Bungie's upcoming live service shooter Marathon won't make the same mistakes as Concord.Discussing the company's live service ambitions during a fireside chat aimed at investors, Hulst said the market remains a "great opportunity" for PlayStation despite the company having a decidedly patchy track record when it comes to live service offerings.Last year, the company launched and swiftly scrapped live service hero shooter Concord after it failed to hit the ground running. It shuttered developer Firewalk weeks later after conceding the title "did not hit our targets."Sony scrapped two more live services titles in development at internal studios Bluepoint Games and Bend Studios in January this year. Earlier this week, it confirmed an undisclosed number of workers at Bend had been laid off as the studio transitions to its next project.Hulst said the company has learned hard lessons from those failures, and believes Marathon is well positioned to succeed as a result. "There are som unique challenges associated [with live service titles]. We've had some early successes as with Helldivers II. We've also faced some challenges, as with the release of Concord," said Hulst."I think that some really good work went into that title. Some really big efforts. But ultimately that title entered into a hyper-competitive segment of the market. I think it was insufficiently differentiated to be able to resonate with players. So we have reviewed our processes in light of this to deeply understand how and why that title failed to meet expectations—and to ensure that we are not going to make the same mistakes again."Related:PlayStation Studios boss claims the demise of Concord presented a learning opportunityHulst said PlayStation Studios has now implemented more rigorous processes for validating and revalidating its creative, commercial, and development assumptions and hypothesis. "We do that on a much more ongoing basis," he added. "That's the plan that will ensure we're investing in the right opportunities at the right time, all while maintaining much more predictable timelines for Marathon."The upcoming shooter is set to be the first new Bungie title in over a decade—and the first project outside of Destiny the studio has worked on since it was acquired by PlayStation in 2022.Hulst said the aim is to release a "very bold, very innovative, and deeply engaging title." He explained Marathon is currently navigating test cycles that have yielded "varied" feedback, but said those mixed impressions have been "super useful."Related:"That's why you do these tests. The constant testing and constant revalidation of assumptions that we just talked about, to me, is so valuable to iterate and to constantly improves the title," he added. "So when launch comes we're going to give the title the optimal chance of success."Hulst might be exuding confidence, but a recent report from Forbes claimed morale is in "free fall" at Bungie after the studio admitted to using stolen art assets in Marathon. That "varied" player feedback has also reportedly caused concern internally ahead of Marathon's proposed September 23 launch date.The studio was also made to ensure layoffs earlier this year, with Sony cutting 220 roles after exceeding "financial safety margins."

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more When DeepSeek released its R1 model this January, it wasn’t just another AI announcement. It was a watershed moment that sent shockwaves through the tech industry, forcing industry leaders to reconsider their fundamental approaches to AI development. What makes DeepSeek’s accomplishment remarkable isn’t that the company developed novel capabilities; rather, it was how it achieved comparable results to those delivered by tech heavyweights at a fraction of the cost. In reality, DeepSeek didn’t do anything that hadn’t been done before; its innovation stemmed from pursuing different priorities. As a result, we are now experiencing rapid-fire development along two parallel tracks: efficiency and compute.  As DeepSeek prepares to release its R2 model, and as it concurrently faces the potential of even greater chip restrictions from the U.S., it’s important to look at how it captured so much attention. Engineering around constraints DeepSeek’s arrival, as sudden and dramatic as it was, captivated us all because it showcased the capacity for innovation to thrive even under significant constraints. Faced with U.S. export controls limiting access to cutting-edge AI chips, DeepSeek was forced to find alternative pathways to AI advancement. While U.S. companies pursued performance gains through more powerful hardware, bigger models and better data, DeepSeek focused on optimizing what was available. It implemented known ideas with remarkable execution — and there is novelty in executing what’s known and doing it well. This efficiency-first mindset yielded incredibly impressive results. DeepSeek’s R1 model reportedly matches OpenAI’s capabilities at just 5 to 10% of the operating cost. According to reports, the final training run for DeepSeek’s V3 predecessor cost a mere $6 million — which was described by former Tesla AI scientist Andrej Karpathy as “a joke of a budget” compared to the tens or hundreds of millions spent by U.S. competitors. More strikingly, while OpenAI reportedly spent $500 million training its recent “Orion” model, DeepSeek achieved superior benchmark results for just $5.6 million — less than 1.2% of OpenAI’s investment. If you get starry eyed believing these incredible results were achieved even as DeepSeek was at a severe disadvantage based on its inability to access advanced AI chips, I hate to tell you, but that narrative isn’t entirely accurate (even though it makes a good story). Initial U.S. export controls focused primarily on compute capabilities, not on memory and networking — two crucial components for AI development. That means that the chips DeepSeek had access to were not poor quality chips; their networking and memory capabilities allowed DeepSeek to parallelize operations across many units, a key strategy for running their large model efficiently. This, combined with China’s national push toward controlling the entire vertical stack of AI infrastructure, resulted in accelerated innovation that many Western observers didn’t anticipate. DeepSeek’s advancements were an inevitable part of AI development, but they brought known advancements forward a few years earlier than would have been possible otherwise, and that’s pretty amazing. Pragmatism over process Beyond hardware optimization, DeepSeek’s approach to training data represents another departure from conventional Western practices. Rather than relying solely on web-scraped content, DeepSeek reportedly leveraged significant amounts of synthetic data and outputs from other proprietary models. This is a classic example of model distillation, or the ability to learn from really powerful models. Such an approach, however, raises questions about data privacy and governance that might concern Western enterprise customers. Still, it underscores DeepSeek’s overall pragmatic focus on results over process. The effective use of synthetic data is a key differentiator. Synthetic data can be very effective when it comes to training large models, but you have to be careful; some model architectures handle synthetic data better than others. For instance, transformer-based models with mixture of experts (MoE) architectures like DeepSeek’s tend to be more robust when incorporating synthetic data, while more traditional dense architectures like those used in early Llama models can experience performance degradation or even “model collapse” when trained on too much synthetic content. This architectural sensitivity matters because synthetic data introduces different patterns and distributions compared to real-world data. When a model architecture doesn’t handle synthetic data well, it may learn shortcuts or biases present in the synthetic data generation process rather than generalizable knowledge. This can lead to reduced performance on real-world tasks, increased hallucinations or brittleness when facing novel situations.  Still, DeepSeek’s engineering teams reportedly designed their model architecture specifically with synthetic data integration in mind from the earliest planning stages. This allowed the company to leverage the cost benefits of synthetic data without sacrificing performance. Market reverberations Why does all of this matter? Stock market aside, DeepSeek’s emergence has triggered substantive strategic shifts among industry leaders. Case in point: OpenAI. Sam Altman recently announced plans to release the company’s first “open-weight” language model since 2019. This is a pretty notable pivot for a company that built its business on proprietary systems. It seems DeepSeek’s rise, on top of Llama’s success, has hit OpenAI’s leader hard. Just a month after DeepSeek arrived on the scene, Altman admitted that OpenAI had been “on the wrong side of history” regarding open-source AI.  With OpenAI reportedly spending $7 to 8 billion annually on operations, the economic pressure from efficient alternatives like DeepSeek has become impossible to ignore. As AI scholar Kai-Fu Lee bluntly put it: “You’re spending $7 billion or $8 billion a year, making a massive loss, and here you have a competitor coming in with an open-source model that’s for free.” This necessitates change. This economic reality prompted OpenAI to pursue a massive $40 billion funding round that valued the company at an unprecedented $300 billion. But even with a war chest of funds at its disposal, the fundamental challenge remains: OpenAI’s approach is dramatically more resource-intensive than DeepSeek’s. Beyond model training Another significant trend accelerated by DeepSeek is the shift toward “test-time compute” (TTC). As major AI labs have now trained their models on much of the available public data on the internet, data scarcity is slowing further improvements in pre-training. To get around this, DeepSeek announced a collaboration with Tsinghua University to enable “self-principled critique tuning” (SPCT). This approach trains AI to develop its own rules for judging content and then uses those rules to provide detailed critiques. The system includes a built-in “judge” that evaluates the AI’s answers in real-time, comparing responses against core rules and quality standards. The development is part of a movement towards autonomous self-evaluation and improvement in AI systems in which models use inference time to improve results, rather than simply making models larger during training. DeepSeek calls its system “DeepSeek-GRM” (generalist reward modeling). But, as with its model distillation approach, this could be considered a mix of promise and risk. For example, if the AI develops its own judging criteria, there’s a risk those principles diverge from human values, ethics or context. The rules could end up being overly rigid or biased, optimizing for style over substance, and/or reinforce incorrect assumptions or hallucinations. Additionally, without a human in the loop, issues could arise if the “judge” is flawed or misaligned. It’s a kind of AI talking to itself, without robust external grounding. On top of this, users and developers may not understand why the AI reached a certain conclusion — which feeds into a bigger concern: Should an AI be allowed to decide what is “good” or “correct” based solely on its own logic? These risks shouldn’t be discounted. At the same time, this approach is gaining traction, as again DeepSeek builds on the body of work of others (think OpenAI’s “critique and revise” methods, Anthropic’s constitutional AI or research on self-rewarding agents) to create what is likely the first full-stack application of SPCT in a commercial effort. This could mark a powerful shift in AI autonomy, but there still is a need for rigorous auditing, transparency and safeguards. It’s not just about models getting smarter, but that they remain aligned, interpretable, and trustworthy as they begin critiquing themselves without human guardrails. Moving into the future So, taking all of this into account, the rise of DeepSeek signals a broader shift in the AI industry toward parallel innovation tracks. While companies continue building more powerful compute clusters for next-generation capabilities, there will also be intense focus on finding efficiency gains through software engineering and model architecture improvements to offset the challenges of AI energy consumption, which far outpaces power generation capacity.  Companies are taking note. Microsoft, for example, has halted data center development in multiple regions globally, recalibrating toward a more distributed, efficient infrastructure approach. While still planning to invest approximately $80 billion in AI infrastructure this fiscal year, the company is reallocating resources in response to the efficiency gains DeepSeek introduced to the market. Meta has also responded, With so much movement in such a short time, it becomes somewhat ironic that the U.S. sanctions designed to maintain American AI dominance may have instead accelerated the very innovation they sought to contain. By constraining access to materials, DeepSeek was forced to blaze a new trail. Moving forward, as the industry continues to evolve globally, adaptability for all players will be key. Policies, people and market reactions will continue to shift the ground rules — whether it’s eliminating the AI diffusion rule, a new ban on technology purchases or something else entirely. It’s what we learn from one another and how we respond that will be worth watching. Jae Lee is CEO and co-founder of TwelveLabs. Daily insights on business use cases with VB Daily If you want to impress your boss, VB Daily has you covered. We give you the inside scoop on what companies are doing with generative AI, from regulatory shifts to practical deployments, so you can share insights for maximum ROI. Read our Privacy Policy Thanks for subscribing. Check out more VB newsletters here. An error occured.

Inside Apple’s high-gloss standoff with AI ambition and the uncanny choreography of WWDC 2025There was a time when watching an Apple keynote — like Steve Jobs introducing the iPhone in 2007, the masterclass of all masterclasses in product launching — felt like watching a tightrope act. There was suspense. Live demos happened — sometimes they failed, and when they didn’t, the applause was real, not piped through a Dolby mix.These days, that tension is gone. Since 2020, in the wake of the pandemic, Apple events have become pre-recorded masterworks: drone shots sweeping over Apple Park, transitions smoother than a Pixar short, and executives delivering their lines like odd, IRL spatial personas. They move like human renderings: poised, confident, and just robotic enough to raise a brow. The kind of people who, if encountered in real life, would probably light up half a dozen red flags before a handshake is even offered. A case in point: the official “Liquid Glass” UI demo — it’s visually stunning, yes, but also uncanny, like a concept reel that forgot it needed to ship.https://medium.com/media/fcb3b16cc42621ba32153aff80ea1805/hrefAnd that’s the paradox. Not only has Apple trimmed down the content of WWDC, it’s also polished the delivery into something almost inhumanly controlled. Every keynote beat feels engineered to avoid risk, reduce friction, and glide past doubt. But in doing so, something vital slips away: the tension, the spontaneity, the sense that the future is being made, not just performed.Just one year earlier, WWDC 2024 opened with a cinematic cold open “somewhere over California”:https://medium.com/media/f97f45387353363264d99c341d4571b0/hrefPhil Schiller piloting an Apple-branded plane, iPod in hand, muttering “I’m getting too old for this stuff.” A perfect mix of Lethal Weapon camp and a winking message that yes, Classic-Apple was still at the controls — literally — flying its senior leadership straight toward Cupertino. Out the hatch, like high-altitude paratroopers of optimism, leapt the entire exec team, with Craig Federighi, always the go-to for Apple’s auto-ironic set pieces, leading the charge, donning a helmet literally resembling his own legendary mane. It was peak-bold, bizarre, and unmistakably Apple. That intro now reads like the final act of full-throttle confidence.This year’s WWDC offered a particularly crisp contrast. Aside from the new intro — which features Craig Federighi drifting an F1-style race car across the inner rooftop ring of Apple Park as a “therapy session”, a not-so-subtle nod to the upcoming Formula 1 blockbuster but also to the accountability for the failure to deliver the system-wide AI on time — WWDC 2025 pulled back dramatically. The new “Apple Intelligence” was introduced in a keynote with zero stumbles, zero awkward transitions, and visuals so pristine they could have been rendered on a Vision Pro. Not only had the scope of WWDC been trimmed down to safer talking points, but even the tone had shifted — less like a tech summit, more like a handsomely lit containment-mode seminar. And that, perhaps, was the problem. The presentation wasn’t a reveal — it was a performance. And performances can be edited in post. Demos can’t.So when Apple in march 2025 quietly admitted, for the first time, in a formal press release addressed to reporters like John Gruber, that the personalized Siri and system-wide AI features would be delayed — the reaction wasn’t outrage. It was something subtler: disillusionment. Gruber’s response cracked the façade wide open. His post opened a slow but persistent wave of unease, rippling through developer Slack channels and private comment threads alike. John Gruber’s reaction, published under the headline “Something is rotten in the State of Cupertino”, was devastating. His critique opened the floodgates to a wave of murmurs and public unease among developers and insiders, many of whom had begun to question what was really happening at the helm of key divisions central to Apple’s future.Many still believe Apple is the only company truly capable of pulling off hardware-software integrated AI at scale. But there’s a sense that the company is now operating in damage-control mode. The delay didn’t just push back a feature — it disrupted the entire strategic arc of WWDC 2025. What could have been a milestone in system-level AI became a cautious sidestep, repackaged through visual polish and feature tweaks. The result: a presentation focused on UI refinements and safe bets, far removed from the sweeping revolution that had been teased as the main selling point for promoting the iPhone 16 launch, “Built for Apple Intelligence”.That tension surfaced during Joanna Stern’s recent live interview with Craig Federighi and Greg Joswiak. These are two of Apple’s most media-savvy execs, and yet, in a setting where questions weren’t scripted, you could see the seams. Their usual fluency gave way to something stiffer. More careful. Less certain. And even the absences speak volumes: for the first time in a decade, no one from Apple’s top team joined John Gruber’s Talk Show at WWDC. It wasn’t a scheduling fluke — nor a petty retaliation for Gruber’s damning March article. It was a retreat — one that Stratechery’s Ben Thompson described as exactly that: a strategic fallback, not a brave reset.Meanwhile, the keynote narrative quietly shifted from AI ambition to UI innovation: new visual effects, tighter integration, call screening. Credit here goes to Alan Dye — Apple VP of Human Interface Design and one of the last remaining members of Jony Ive’s inner circle not yet absorbed into LoveFrom — whose long-arc work on interface aesthetics, from the early stages of the Dynamic Island onward, is finally starting to click into place. This is classic Apple: refinement as substance, design as coherence. But it was meant to be the cherry on top of a much deeper AI-system transformation — not the whole sundae. All useful. All safe. And yet, the thing that Apple could uniquely deliver — a seamless, deeply integrated, user-controlled and privacy-safe Apple Intelligence — is now the thing it seems most reluctant to show.There is no doubt the groundwork has been laid. And to Apple’s credit, Jason Snell notes that the company is shifting gears, scaling ambitions to something that feels more tangible. But in scaling back the risk, something else has been scaled back too: the willingness to look your audience of stakeholders, developers and users live, in the eye, and show the future for how you have carefully crafted it and how you can put it in the market immediately, or in mere weeks. Showing things as they are, or as they will be very soon. Rehearsed, yes, but never faked.Even James Dyson’s live demo of a new vacuum showed more courage. No camera cuts. No soft lighting. Just a human being, showing a thing. It might have sucked, literally or figuratively. But it didn’t. And it stuck. That’s what feels missing in Cupertino.Some have started using the term glasslighting — a coined pun blending Apple’s signature glassy aesthetics with the soft manipulations of marketing, like a gentle fog of polished perfection that leaves expectations quietly disoriented. It’s not deception. It’s damage control. But that instinct, understandable as it is, doesn’t build momentum. It builds inertia. And inertia doesn’t sell intelligence. It only delays the reckoning.Before the curtain falls, it’s hard not to revisit the uncanny polish of Apple’s speakers presence. One might start to wonder whether Apple is really late on AI — or whether it’s simply developed such a hyper-advanced internal model that its leadership team has been replaced by real-time human avatars, flawlessly animated, fed directly by the Neural Engine. Not the constrained humanity of two floating eyes behind an Apple Vision headset, but full-on flawless embodiment — if this is Apple’s augmented AI at work, it may be the only undisclosed and underpromised demo actually shipping.OS30 live demoMeanwhile, just as Apple was soft-pedaling its A.I. story with maximum visual polish, a very different tone landed from across the bay: Sam Altman and Jony Ive, sitting in a bar, talking about the future.https://medium.com/media/5cdea73d7fde0b538e038af1990afa44/hrefNo stage. No teleprompter. No uncanny valley. Just two “old friends”, with one hell of a budget, quietly sketching the next era of computing. A vision Apple once claimed effortlessly.There’s still the question of whether Apple, as many hope, can reclaim — and lock down — that leadership for itself. A healthy dose of competition, at the very least, can only help.Too big, fail too was originally published in UX Collective on Medium, where people are continuing the conversation by highlighting and responding to this story.

Stranger Things fans are worried about the ultimate fate of main character Eleven, played by Millie Bobby Brown, and even some think the teen might not make it out alive at the end of the series.Eleven has been an integral part of the Duffer Brothers’ smash hit Netflix series since it first hit streaming in the summer of 2016.Viewers immediately gravitated toward the show for its spooky atmosphere and mystery-centered plot, nostalgic ’80s vibes and lovable cast of Goonies-esque teen characters.Fans have loved Eleven ever since she made her first appearance in Season 1, Episode 1, “The Vanishing of Will Byers,” and they've watched the unsure, traumatized and quiet young girl transform into a confident, spunky teen with powerful telekinetic abilities over the course of four seasons.Now though, with the series’ fifth and final season set to air later this year, longtime fans are worried about what the end of the show might spell for Eleven, now also known as Jane Hopper.Does Eleven Die in Stranger Things?Nothing about the fate of the core Stranger Things characters is known for sure at this time. However, that hasn’t stopped viewers from theorizing and speculating.During an appearance on U.K. talk show The Jonathan Ross Show in March 2024, Millie Bobby Brown may have inadvertently hinted that her character dies at the end of the show thanks to some questionable phrasing.While discussing the final season, the actress hinted, “I know how she ...” before catching herself and correcting, “I know what happens to my character.”The initial wording of “I know how she” sparked fans’ ears, many of whom thought the actress almost blurted out, “I know how she dies.”Brown also worried fans during a 2024 interview with Capital Radio, when she admitted she discovered her character’s fate after “kind of [forcing] myself into the writers’ room.”“I saw my ending and thought, ‘Oh,’ and then I walked away very slowly,” she cryptically teased.For years fans have speculated about the ending of Stranger Things, particularly about which of the core group might not make it out alive.Some fan theories suggest that Eleven is ultimately doomed, and might be forced to lock herself in the Upside Down forever to close the gate between the Upside Down and the real world, or will die heroically closing the gate and saving her friends and loved ones.Others believe Will Byers, who was the first to venture into the Upside Down and appears to still be connected to it as well as the series’ villain Vecna, will ultimately die in the finale.Of course, these are just fan theories. Hopefully, all the kids end up just fine and there's a big, happy ending!Stranger Things Season 5 will pick up after the epic events of Season 4, in which the kids learned about the evil Vecna, who ended the season by opening a hellish portal between the town of Hawkins and the Upside Down.The fifth season will be released in three parts: The first four episodes will hit Netflix on Nov. 26, three episodes will begin streaming on Dec. 25 and the series finale will air on Dec. 31.Sitcom Moments That Were Surprisingly DarkSitcoms such as The Simpsons and The Golden Girls are often seen as light-hearted comedies, but these darker TV moments offer a different, deeper perspective.Gallery Credit: Ryan ReichardGet our free mobile appREAD MORE: TV Shows Everyone Loves That Are Actually BadChild Stars Who Quit ActingStacker compiled this list of 25 child actors who quit show business, pulling from historical news coverage to include everyone from Mary-Kate and Ashley Olsen to Carrie Henn, who played the little girl in Aliens.Gallery Credit: Sophia June

Few companies in the history of capitalism have amassed as much wealth and influence as Meta.A global superpower in the information space, Meta — the parent company of Facebook, Instagram, WhatsApp, and Threads — has a market cap of $1.68 trillion at the time of writing, which for a rough sense of scale is more than the gross domestic product of Spain.In spite of its immense influence, none of its internal algorithms can be scrutinized by public watchdogs. Its host country, the United States, has largely turned a blind eye to its dealings in exchange for free use of Meta's vast surveillance capabilities.That lack of oversight coupled with Meta's near-omnipresence as a social utility has had devastating consequences throughout the world, manifesting in crises like the genocide of Muslims in Myanmar, or the systemic suppression of Palestinian rights organizations.How do you uncover the harms caused by one of the most powerful companies on earth? In the case of public violence, the evidence isn't hard to trace. However, Meta's unprecedented corporate dynasty also creates less obvious harms, which scores of scholars, researchers, and journalists are devoting entire careers to uncovering.One prominent group of said investigators is GLAAD, the Gay & Lesbian Alliance Against Defamation, which recently released its annual report on social media safety, privacy, and expression for LGBTQ people.The report notes that Meta has undergone a "particularly extreme" ideological shift over the past year, adding harmful exceptions to its content moderation policies while disproportionately suppressing LGBTQ users and their content. The tech giant has also failed to give LGBTQ users sovereignty over their own personal data, which it collects, analyzes, and wields to generate huge profits.While Meta collects all of our data — from which it draws over 95 percent of its revenue — the practice is particularly harmful to LGBTQ users, who then have to contend with algorithmic biases, non-consensual outing, harassment, and in some countries state oppression."It's a dangerous time, certainly for trans people, who as a minority have been so ridiculously maligned, but also a dangerous time for gay people, openly bi[sexual] people, people who are different in any way," says Sarah Roberts, a UCLA professor and Director of the Center for Critical Internet Inquiry.To address these shortcomings and the dangers they introduce, GLAAD made a number of recommendations. One key suggestion was to improve moderation "by providing training for all content moderators focused on LGBTQ safety, privacy and expression." The media advocacy group doesn't mince words, adding that "AI systems should be used to flag for human review, not for automated removals."However, it doesn't look like Meta got the message.Weeks after GLAAD issued its findings, internal Meta documents leaked to NPR revealed the company's plan to hand 90 percent of its privacy and integrity reviews over to "artificial intelligence."This will impact nearly every new feature introduced to its platforms, where human moderators would typically evaluate new features for risks to privacy and safety, and the wellbeing of user groups like minors, immigrants, and LGBTQ people.Meta's internal risk assessment is an already opaque process, and Roberts notes that government attempts at risk oversight, like the EU's Digital Services Act, are likewise a labyrinth of filings which are largely dictated by the social media companies themselves. AI, chock full of biases and prone to errors — as admitted by Meta's own AI chief — is certain to make the situation even worse.Earlier this week, meanwhile, the Wall Street Journal revealed Meta's plans to fully automate advertising via the company's generative AI software, which will allow advertisers to "fully create and target ads" directly, with no human in the loop.This includes hyper-personalized ads, writes the WSJ, "so that users see different versions of the same ad in real time, based on factors such as geolocation."Data hoarders like Meta — which track you even when you're not using its platforms — have long been able to profile LGBTQ users based on gender identify and sexual orientation, including those who aren't publicly out.Removing any human from these already sinister practices serves to streamline operations and distance Meta from its own actions — "we didn't out gay users living under an oppressive government," the company can say, "even if our AI did." It's no coincidence that Meta had already disbanded its "Responsible AI" team as early as 2023.At the root of these decisions — Meta CEO Mark Zuckerberg's right wing turn notwithstanding — is the calculated drive to maximize revenue."If there's no reason to rigorously moderate harmful content, then why pay so many content moderators? Why engage researchers to look into the circulation of this kind of content?" observes Roberts. "There ends up being a real cost savings there.""One of the things I've always said is that content moderation of social media is not primarily about protecting people, it's about brand management," she told Futurism. "It's about the platform managing its brand in order to make the most hospitable environment for advertisers."Sometimes these corporate priorities line up with progressive causes, like LGBTQ user safety or voter registration. But when they don't, Roberts notes, "dollars are dollars.""We are looking at multibillion-dollar companies, the most capitalized companies in the world, who have operated with impunity for many, many years," she said. "How do you convince them that they should care, when other powerful sectors are telling them the opposite?"Share This Article

The fact that the AI cooking assistant is half-baked shouldn't stop you from using the iPhone connectivity with the otherwise excellent Brisk It Zelos-450 outdoor grill.Brisk It Zelos-450As this piece goes live, May 28, it is both national brisket day, and national hamburger day. It seems only fitting that we look at an app-connected grill on this day.Admittedly, both days are likely marketing exercises, but still. Continue Reading on AppleInsider | Discuss on our Forums

LEGO has released a ton of new Harry Potter sets for June, but perhaps the most quirky and delightful build in the bunch is the Chomping Monster Book of Monsters set. It's a recreation of the iconic book we first see in the third Harry Potter film (The Prisoner of Azkaban) and it absolutely looks the part. More importantly, though, it actually chomps.Out June 1Chomping Monster Book of Monsters$59.99 at LEGOThe new Monster Book of Monsters set has a lot of cool details on the outside that made it fun to put together, but it's what on the inside that makes it fun to play with after. LEGO provided IGN with a copy of the set for a test build and I got the chance to put it together myself. At only 518 pieces, I was able to build the whole thing in one evening before I went to bed and had my nephews playing with it the next morning.We Build the LEGO Harry Potter Monster Book of MonstersSet #76449 is actually the second iteration of the LEGO Monster Book of Monsters. The first rendition was a Gift with Purchase (set #30628), called The Monster Book of Monsters, released back in 2020 with a lot fewer pieces and a more simplistic style. The newer Chomping Monster Book of Monsters looks a lot more realistic and includes actual chomping action. It also includes a Neville Longbottom minifigure that is holding a much smaller version of the book. It's a fairly easy build, but it was fun to put together and the chomping action was a nice touch.The build is split up into four sections and you get one bag of LEGO bricks for each part. You start by putting together your little Neville Longbottom minifigure. He has two different face options to chooose from, so you can make him either smiley or terrified. I decided to go with smiley and placed him near the pieces as I put together everything else. The first part of the build is basically putting together the framework for the book.This is the longest step in the whole process and it admittedly takes quite a bit of time until it really starts looking like something. You're building what will later become the chassis that your little chomping motor and wheels will later sit in, so it's important you get everything facing the right direction. It really helped me that you use red bricks to indicate the back and blue bricks for the front or I definitely would have made a mistake along the way.It doesn't actually resemble anything like a monster book until you start adding some of the exterior pieces. There are light brown panels with a ridge that will look like pages once you're finished putting them together. The dark brown pointy pieces you add on the front and sides are what really start making it look like what you see on the box. You'll also add smooth panels on the back of each rectangle that will eventually fit together to form the entire base of the book.The one thing I didn't particularly enjoy about this build was how repetitive it felt to build both sides of the book itself. There were some small differences between the top and the bottom of the book, but for the most part the build felt exactly the same. So it ended up being a bit repetitive to have to do basically the same step twice. That being said, it was extremely satisfying when I finally got to be able to connect the two halves at the spine. You thread a few long pieces through the back hinge and suddenly you've got what looks to be a hollowed out book.The next portion of this build is where it really started to become fun. Once you're done with the overall structure, you move on to building the cover of the book. You start out with a series of large flat brown pieces that form the base of your cover. These are held together by two long flat pieces that are also thankfully color coordinated to indicate which side is up. Once you have the base assembled, you start adding all of the cool little details that bring the set to life. This includes the actual title of the book as well as the beady little eyes and spikey little feelers.Once you snap the cover onto the top of your book frame, it starts looking like a legit Monster Book of Monsters. And while the cover is really the turning point, it's all of the additional details you add on after this that start to give it an air of life. As you build the frame and the cover of the book you will have added a bunch of what appear to be little LEGO arms near the front pages. These will become the holders for the book's spiny little teeth. There are twelve of these in total and once they're snapped in you can articulate them in whatever direction feels right.The larger teeth get added after that, which is when it starts to look like it could actually chomp you. The instructions tell you to add one set of teeth at a time, but I decided to build them both first and add them all at once for dramatic effect. When all of the teeth are attached, you'll have what looks to be a Monster Book of Monsters that's actually capable of doing some chomping.The final step of this set is the most interesting part. At this point you've built a fairly realistic monster book, but it's still an empty shell waiting for some internal components to get it running. Now you essentially have to build a working pull-back car that you place inside so it can get to chomping on its own.The motorized aspect of this build is pretty straightforward, but it's a nice break from all of the detail work I had just done to be suddenly building a little wheeled car. It was also really fun to see how well the little car I'd just built snapped into place on the inside of the book itself.After I fully put everything together, I immediately tried out the rolling chomping action. It's a neat trick that turns what looks like a display set into an actual toy you can play with. The roll-back mechanism only goes so far back, so it doesn't actually roll that far, but the chomping action makes up for the lack of distance. As it moves forward you can actually hear the teeth clacking together. I had both of my younger nephews play with the set afterwards and they enjoyed playing with it almost as much as l did. The gimmick wears off fairly quickly after you've done it a few times, but afterwards you still have a really cool looking set you can display somewhere.The price of the set is fairly reasonable at $60, placing it well below some of the most expensive sets on the market right now. Any of the franchise-specific sets that come out are always going to be more expensive than a non-franchise set with a similar number of pieces, and this has consistently remained true for all LEGO Harry Potter sets. All-in-all, it's a set I'd recommend to any fan of Harry Potter and LEGO. It's a fun and simple build you can knock out in an afternoon, and the finished product would make for a great Harry Potter gift you can display on a shelf or your desk.LEGO Harry Potter Chomping Book of Monsters, Set #76449, retails for $59.99, and it is composed of 518 pieces. It is available at the LEGO Store beginning on June 1, 2025.