Science & technology | ScrollytellingHow old are the Dead Sea Scrolls? An AI model can help Scientists are using it to estimate the age of ancient handwriting Sensitive subjectPhotograph: Israel Antiquities Authority/Shai Halevi Jun 5th 2025EVER SINCE the Dead Sea Scrolls were discovered by Bedouin shepherds in the 1940s, debate has raged over their exact age. The scrolls, which contain the earliest surviving copies of books from the Hebrew Bible and other religious texts, mostly written in Aramaic and Hebrew, are thought to have been compiled sometime between 300BC and 200AD. Dating each of the 1,000-odd individual scrolls would help historians understand how literacy spread among ancient Jewish populations and the first Christians, and offer a valuable window into the genesis of the sacred texts. But scholars hoping to do so have had little but their own intuition to rely on.Explore moreThis article appeared in the Science & technology section of the print edition under the headline “Scrollytelling”From the June 7th 2025 editionDiscover stories from this section and more in the list of contents⇒Explore the editionReuse this content

Every item on this page was hand-picked by a House Beautiful editor. We may earn commission on some of the items you choose to buy.While some design-minded folks prefer the shiny, unmarked quality of newly made furniture and decor, others opt for the charm and history associated with vintage and antique treasures. Buying secondhand and locally is not only more sustainable, but it's a great way to avoid increased fees from recent tariff policies. There's never been a better time to invest in ready-made pieces that have seen decades (or even centuries) of history unfold. That said, discerning the true value of high-end antiques—whether it be a secretary desk whose top requires a bit of elbow grease to open or a Lalique bottle that bears a tiny chip in the base—is no easy feat. After all, if you don't know the ins and outs of this particular niche, you could very well get duped into overspending.To prepare you for your next outing to the antique shop, vintage store, or flea market, we asked experts in the field for their most helpful shopping tips. Here's what they had to say about sourcing decades-old treasures—without regretting your purchase later. Related Stories Buy From a Reputable Sourcetaikrixel//Getty Images"Fakes are really the rare outliers and not the norm in the world of antiques and vintage furniture," according to Anthony Barzilay Freund, editorial director and director of fine art at 1stDibs. He says that it's always best to investigate the reputation of individual dealers or browse a reputable online marketplace that sells only vetted and authenticated items. "When buying any piece of furniture that purports to be old, it's important that you are working with a reputable dealer who has a history of handling the type of material and a track record of participating in vetted fairs or selling on digital platforms such as 1stDibs that monitor inventory," Freund continues. That way, you can trust the info you're given. "You can perform your due diligence by asking the dealer to provide you with any information about the piece's provenance (who made it, where it was made, and who owned it over the years)."As for antique-hunting at thrift stores and flea markets, you may find a few quality pieces here and there. "And the more you look, the better able you'll be to discern quality," says Freund. So, browse often!Related StoryLook for a Maker’s MarkMany antiques from famed designers bear a stamp or signature indicating who made them—but many don't, and not all stamps can be trusted. "A piece that has a stamp may be an indication that it's by a specific designer, but there have been known cases in which some badly intentioned people use someone else's branding stamp to produce fakes," says Benoist F. Drut, owner of New York–based gallery Maison Gerard. The prolific 18th-century French designer George Jacobs, for instance, was famous for his iconic stamps, but even he didn't mark every piece he designed with a signature, so "you can't rely entirely on the stamp to prove authenticity," Drut says. That being said, he adds, "It's usually obvious if it's a real stamp and not a copy." Herman MillerIf there's an artist or design house you like, do some research first to uncover exactly what type of mark, if any, you should be seeking. For example, one of the most popular vintage pieces is the beloved Eames lounge chair. According to the brand, which still produces some of the designer's original designs, "Labels and stamps can be the best and the quickest method of authenticating your Eames design. It may also help you to date and value your piece." Every Eames piece, from the first designs from the early 1940s to the ones produced now, bears a label. The only exception is the fiberglass shell chair, each of which bears a stamp. Both the labels and stamps feature a series of letters and numbers that can help determine the exact age of the piece. Related StoryAsk for Provenance DocumentsThis may seem like the most straightforward step, but it's usually the least reliable for one key reason. "Pieces that are a few hundred years old move from place to place during their lifetime, and rarely do the papers follow them," Drut explains. In most cases, you simply have to decide whether or not you trust what the dealer is telling you to be true about a piece's provenance. Some items, however, do come with papers that can easily be authenticated. These pieces are typically ones that have been in the family's estate for generations. If such papers aren't available, he adds, a piece may also be listed in probate inventories or wills, so be sure to check everywhere.A piece with family provenance further helps validate its authenticity. In certain occasions, a piece may be seen in an early 20th-century black and white photograph or, in rare instances, in a daguerreotype.—Erik GronningRelated StoryDo Your Own ResearchBeeldbewerking//Getty ImagesIf you're considering an older piece, the dealer from whom you're buying it should have a general idea of the year or decade it was produced. With that information, do some digging about how similar pieces of furniture were made and with which types of materials. "Look at books about that time period and, if you can, visit museums," says Drut. "It doesn't take a professional to see all of the subtle details—such as the materials and techniques used—that indicate if it's authentic or not." Along the way, you might uncover some lesser-known designers whose pieces are still genuine works of art, but may be easier to find and more affordable to purchase. (If an Eames chair is out of your price range, for example, you might want to look into a Plycraft seat.)Related StoryPerform a “Run-Down”Before making a big-ticket purchase, ask the dealer what the piece is made of—the response will be another indicator of authenticity. Take chairs as an example."Plenty of chairs and sofas made today are filled with foam," says Drut. "An 18th-century chair, however, will be filled with horsehair, as foam was not invented until much later in the 20th century."You'll also want to observe where small marks or imperfections in the construction may bear the signature of a handcrafted (as opposed to mass-produced) item. "The process of making a piece of furniture using only hand tools leaves behind 'tool marks,'" says Erik Gronning, Sotheby's head of Americana. "Saws leave a mark called a saw kerf while planes leave plane marks, and modern electrical powered saws and planes also leave marks, but theirs are regular and not inconsistent as one sees with hand tools." Related Story Request Pre-Restoration PhotosGiorez//Getty Images"If the piece has been extensively cleaned and/or refinished," Freund advises, "ask to see pre-restoration photographs." Any reputable restorer regularly enlisted by antique dealers is likely to have a few on hand. Here's the thing about restorations: They're not a bad thing, and they're definitely not a reason to question a piece's authenticity or age. For instance, Drut says, if you're considering buying a 19th-century chair whose back leg is attached with glue, "that's because it's 200 years old and, without the glue, the chair may not be usable." Looking at an image of the chair before the glue was applied can reassure you that you're getting a strengthened original, not a fake. On the other hand, if you find a centuries-old piece that looks spotless, "How can you explain that? You can't," says Drut." An alleged antique that looks too good to be true probably is." Consider what an update may be concealing: "If something has been fully painted over, that often means that someone has something to hide. Stay away," says Drut. More specifically, Gronning adds that "18th- and early 19th-century pieces in their 'original' surface have a very dark or nearly black appearance that, to the untrained eye, could appear dirty or ratty, but it is this appearance that helps authenticate its age." If this is the case with an antique treasure you're considering, it's important to look at any perceived flaws as marks of character. "Antiques and vintage pieces have a patina and personality that one cannot find in a newly constructed object," Freund says. "Rather than viewing this as damage or wear and tear, antique lovers think signs of age give an object a visual interest, warmth, and uniqueness that really enhances the character of a room." Follow House Beautiful on Instagram and TikTok.

Nichols Canyon cuts through the south side of the Hollywood Hills, stretching from Hollywood Boulevard in the south up to Mulholland Drive in the north. Made famous by David Hockney, whose 1980 painting of the canyon sold for just over $41M in 2020, the area remains a thriving artist's community. What better place for Elle Decor A-List designer Oliver Furth to build a "creative cottage" for his partner, The Culture Creative founder Sean Yashar?Furth and Yashar, who've been together 14 years, met in the industry and purchased their home 7 years ago. When the lot next door—a pines-filled acre with a tiny house on it—came up for sale, the couple jumped at the chance to buy. "Anyone else would've torn it down and built something bigger," says Furth. "We replaced the windows and redid the kitchen and bathrooms, but we leaned into its size." Now drenched in Yashar's signature "eau de nil" pastel tones, the cottage embraces the character of its original 1940s structure while serving as a cutting-edge space for creativity.Kort HavensIn the sitting room, a Philippe Starck chrome side table from the original Royalton Hotel, from 1988, holds a place of pride with a group of Peter Shire and Ron Arad vintage chairs and a Rachel Shillander pyramidal lamp. Art includes greats of LA’s past and present: a Laddie John Dill mixed media, a Sam Falls tapestry, a Tom Holland metal relief, and a Strauss Bourque-LaFrance painting."All of my work is really portraiture." —Oliver Furth"My clients are all muses to me," says Yashar, who provides consulting services for designers. "I have to be a good listener and understand who the client is and how they connect to decorative arts history, so I spend a lot of time researching. How else can I be an authority?"To that end, the space is designed to provide a moment to reflect and the fodder to rev into high gear in equal measures; to facilitate rest as much as the chance to recharge. Following in the footsteps of Albert Hadley and Tony Duquette (who once declared malachite a neutral), Furth color-drenched the space in a mint green. "That color is the envelope—that's what I call it," says Furth. "We kept it very tight by lacquering the floors, the walls, and the ceiling in that color. Even the cabinetry and the appliances are in that mint. It allows us to have this object-driven interior space by unifying everything with color."Kort HavensA vintage Joe D’Urso for Knoll desk, Sam Maloof desk chair, Christopher Prinz stool and felt-clad speaker by Studio AHEAD create a sleek composition under an Ingo Mauer chandelier in the office. Art includes a triptych of photographs by David Benjamin Sherry, and framed magazine ads from Yashar’s parents’ furniture store, Moda Italia, from 1990.The seafoam hue unites not only the interior, but also decades of decorative history: Yashar found that the architect Paul Williams, who worked in LA in the 1940's and 50's, used a similar shade in many projects. "There's a lot of history and narrative within this color that maybe not everyone will be able to know, but hopefully everyone can feel," says Yashar. Clocking in at roughly 1,000-square-feet, the interior is now a mixture of millennial aesthetics, showcasing Yashar's love for design culture icons like Mario Buatta and Saul Bass. The entry sets the tone with its metal-and-glass Dutch door. A mixed-use meeting room offers a blend of contrasts, from Buatta-inspired shades in a Dickies-esque khaki twill to antique Chippendale chairs juxtaposed with 1990s Marc Newson tables. "All of my work is really portraiture," says Furth, "so this was an opportunity to help create this sort of portrait of Sean and his business." "Sometimes things just resonate...you just know when it's right." —Sean YasharThe sitting room features iconic design pieces, including a worn black leather sofa from the 1980s and a Philippe Starck table from the Royalton Hotel. Peter Shire and Ron Arad chairs are paired with conceptual furniture inspired by Dan Friedman. The kitchen celebrates postwar and ’80s influences with Smeg appliances and works by Soft Baroque and Patrick Nagel, grounded by a custom table from Studio MUKA. "A lot of people know me for my interest in eighties and nineties design culture," says Yashar. "But when I think eighties or nineties, I don't think of one thing. I don't want to choose. So I want to have Joe D'Urso high-tech track lighting, and I want it against these Mario Buatta-style balloon shades. I like that duality."Outside, a Persian-inspired courtyard nods to Yashar's heritage while offering dining and lounging areas that showcase rare 1980s furniture, including a Peter Lane ceramic table and one-off mint-colored Richard Schultz seating. The courtyard’s natural and faux vine murals create a satirical trompe-l’oeil effect, celebrating real-versus-virtual artistry. "I think we're both big believers in feeling," says Yashar. "Sometimes things just resonate. You can't really put your finger on it, but you just know that it's right."Sean SantiagoDeputy EditorSean Santiago is ELLE Decor's Deputy Editor, covering news, trends and talents in interior design, hospitality and travel, culture, and luxury shopping. Since starting his career at an interior design firm in 2011, he has gone on to cover the industry for Vogue, Architectural Digest, Sight Unseen, PIN-UP and Domino. He is the author of The Lonny Home (Weldon Owens, 2018), has produced scripted social content for brands including West Elm and Streeteasy, and is sometimes recognized on the street for his Instagram Reels series, #DanceToDecor

We may earn a commission from links on this page.Like shopping on Amazon itself, Prime Video can sometimes feel like a jumble sale: a proliferation of TV and movies from every era, none of it terribly well-curated. There’s a lot to sort through, and the choices can be a little overwhelming. Presentation issues aside, there are some real gems to be found, as long as you’re willing to dig a bit—the streamer offers more than a few impressive exclusives, though they sometimes get lost amid the noise. Here are 20 of the best TV series Prime Video has to offer, including both ongoing and concluded shows.Overcompensating (2025 – ) Comedian Benito Skinner plays himself, sort of, in this buzzy comedy that sees a former high school jock facing his freshman year in college, desperately trying to convince himself and everyone else that he's as straight as they come (relatable, except for the jock part). Much of the show's appeal is in its deft blending of tones: It's a frequently raunchy college comedy, but it's simultaneously a sweet coming-of-age story about accepting yourself without worrying about what everyone else thinks. The impressive cast includes Adam DiMarco (The White Lotus) and Rish Shah (Ms. Marvel) You can stream Overcompensating here. Étoile (2025 –, renewed for season two) Amy Sherman-Palladino and David Palladino (Gilmore Girls, The Marvelous Mrs. Maisel) are back on TV and back in the dance world (following Bunheads) with this series about two world-renowned ballet companies (one in NYC and one in Paris) that decide to spice things up by swapping their most talented dancers. Each company is on the brink of financial disaster, and so Jack McMillan (Luke Kirby), director of the Metropolitan Ballet, and Geneviève Lavigne (Charlotte Gainsbourg), director of of Le Ballet National, come up with the plan, and recruit an eccentric billionaire (Simon Callow) to pay for it. Much of the comedy comes from the mismatched natures of their swapped dancers, and there's a tangible love of ballet that keeps things light, despite the fancy title. You can stream Étoile here.Fallout (2024 – , renewed for second and third seasons) A shockingly effective video game adaptation, Fallout does post-apocalyptic TV with a lot more color and vibrancy than can typically be ascribed to the genre (in the world of Fallout, the aesthetic of the 1950s hung on for a lot longer than it did in ours). The setup is a little complicated, but not belabored in the show itself: It's 2296 on an Earth devastated two centuries earlier by a nuclear war between the United States and China, exacerbated by conflicts between capitalists and so-called communists. Lucy MacLean (Ella Purnell) emerges from the underground Vault where she's lived her whole life protected from the presumed ravages of the world above, hoping to find her missing father, who was kidnapped by raiders. The aboveground wasteland is dominated by various factions, each of which considers the others dangerous cults, and believes that they alone know mankind's way forward. It's also overrun by Ghouls, Gulpers, and other wild radiation monsters. Through all of this, Lucy remains just about the only human with any belief in humanity, or any desire to make things better. You can stream Fallout here.Deadloch (2023 –, renewed for a second season) Both an excellent crime procedural and an effective satire of the genre, this Australian import does about as well as setting up its central mystery as Broadchurch and its many (many) imitators. Kate Box stars as Dulcie Collins, fastidious senior sergeant of the police force in the fictional town of the title. When a body turns up dead on the beach, Dulcie is joined by Madeleine Sami's Eddie Redcliffe, a crude and generally obnoxious detective brought in to help solve the case. Unraveling the web of secrets and mysteries in the tiny Tasmanian town is appropriately addictive, with the added bonus of cop thriller tropes getting mercilessly mocked all the way. You can stream Deadlock here.The Lord of the Rings: The Rings of Power (2022 – , third season coming) All the talk around The Rings of Power in the lead-up to the series had to do with the cost of the planned five seasons expected to be somewhere in the billion dollar range. At that price point, it’s tempting to expect a debacle—but the resulting series is actually quite good, blending epic conflict with more grounded characters in a manner that evokes both Tolkien, and Peter Jackson’s Lord of the Rings films. Set thousands of years before those tales, the series follows an ensemble cast lead by Morfydd Clark as Elven outcast Galadriel and, at the other end of the spectrum, Markella Kavenagh as Nori, a Harfoot (the people we’ll much later know as Hobbits) with a yearning for adventure who finds herself caught up in the larger struggles of a world about to see the rise of the Dark Lord Sauron, the fall of the idyllic island kingdom of Númenor, and the the last alliance of Elves and humans. You can stream The Rings of Power here.Reacher (2022 – , fourth season coming) Getting high marks for his portrayal of the Lee Childs’ character (from both book and TV fans) is Alan Ritchson (Titans), playing Reacher with an appropriately commanding physical presence. The first season finds the former U.S. Army military policeman visiting the rural town of Margrave, Georgia...where he’s quickly arrested for murder. His attempts to clear his name find him caught up in a complex conspiracy involving the town’s very corrupt police force, as well as shady local businessmen and politicians. Subsequent seasons find our ripped drifter reconnecting with members of his old army special-investigations unit, including Frances Neagley (Maria Stan), who's getting her own spin-off. You can stream Reacher here. The Bondsman (2025, one season) It's tempting not to include The Bondsman among Prime's best, given that it's representative of an increasingly obnoxious trend: shows that get cancelled before they ever really got a chance. This Kevin Bacon-led action horror thriller did well with critics and on the streaming charts, and it's had a consistent spot among Prime's top ten streaming shows, but it got the pink slip anyway. Nevertheless, what we did get is a lot of fun: Bacon plays Hub Halloran, a bounty hunter who dies on the job only to discover that he's been resurrected by the literal devil, for whom he now works. It comes to a moderately satisfying conclusion, despite the cancellation. You can stream The Bondsman here. The Lord of the Rings: The Rings of Power (2022 – , third season coming) All the talk around The Rings of Power in the lead-up to the series had to do with the cost of the planned five seasons expected to be somewhere in the billion dollar range. At that price point, it’s tempting to expect a debacle—but the resulting series is actually quite good, blending epic conflict with more grounded characters in a manner that evokes both Tolkien, and Peter Jackson’s Lord of the Rings films. Set thousands of years before those tales, the series follows an ensemble cast lead by Morfydd Clark as Elven outcast Galadriel and, at the other end of the spectrum, Markella Kavenagh as Nori, a Harfoot (the people we’ll much later know as Hobbits) with a yearning for adventure who finds herself caught up in the larger struggles of a world about to see the rise of the Dark Lord Sauron, the fall of the idyllic island kingdom of Númenor, and the the last alliance of Elves and humans. You can stream The Rings of Power here.The Expanse (2015 – 2022, six seasons) A pick-up from the SyFy channel after that network all but got out of the original series business, The Expanse started good and only got better with each succeeding season. Starring Steven Strait, Shohreh Aghdashloo, and Dominique Tipper among a sizable ensemble, the show takes place in a near-ish future in which we’ve spread out into the solar system, while largely taking all of the usual political bullshit and conflicts with us. A salvage crew comes upon an alien microorganism with the potential to upend pretty much everything, if humanity can stop fighting over scraps long enough to make it matter. The show brings a sense of gritty realism to TV sci-fi, without entirely sacrificing optimism—or, at least, the idea that well-intentioned individuals can make a difference. You can stream The Expanse here. Mr. & Mrs. Smith (2024 – , renewed for a second season) One-upping the Brad Pitt/Angelina Jolie movie on which it's based, Mr. & Mrs. Smith stars Donald Glover and Maya Erskine as a couple of spies tasked to pose as a married couple while coordinating (and sometimes competing against one another) on missions. Smartly, each episode takes on a standalone mission in a different location, while complicating the relationship between the two and gradually upping the stakes until the season finale, which sees them pitted against each other. The show is returning for season two, though it's unclear if Glover and Erskine will be returning, or if we'll be getting a new Mr. & Mrs. You can stream Mr. & Mrs. Smith here. Good Omens (2019– , conclusion coming) Michael Sheen and David Tennant are delightful as, respectively, the hopelessly naive angel Aziraphale and the demon Crowley, wandering the Earth for millennia and determined not to let the perpetual conflict between their two sides get in the way of their mismatched friendship. In the show’s world, from the 1990 novel by Neil Gaiman and Terry Pratchett, heaven and hell are are less representative of good and evil than hidebound bureaucracies, more interested in scoring points on each other than in doing anything useful for anyone down here. It’s got a sly, quirky, sometimes goofy sense of humor, even while it asks some big questions about who should get to decide what’s right and what’s wrong. Following some depressingly gross revelations about writer and showrunner Gaiman, it was announced that he'd be off the production and the third season would be reduced to a movie-length conclusion, date tbd. You can stream Good Omens here. The Marvelous Mrs. Maisel (2017 – 2023, five seasons) Mrs. Maisel was one of Prime’s first and buzziest original series, a comedy-drama from Amy Sherman-Palladino (Gilmore Girls) about the title’s Midge Maisel (Rachel Brosnahan), a New York housewife of the late 1950s who discovers a talent for stand-up comedy. Inspired by the real-life careers of comedians like Totie Fields and Joan Rivers, the show is both warm and funny, with great performances and dialogue; it also achieves something rare in being a show about comedy that’s actually funny. You can stream Mrs. Maisel here. The Boys (2019 – , fifth and final season coming) There’s a lot of superhero stuff out there, no question, but, as there was no series quite like the Garth Ennis and Darick Robertson comic book on which this show is based, there’s nothing else quite like The Boys. The very dark satire imagines a world in which superheroes are big with the public, but whose powers don’t make them any better than the average jerk. When his girlfriend is gruesomely killed by a superhero who couldn’t really care less (collateral damage, ya know), Wee Hughie (Jack Quaid) is recruited by the title agency. Led by Billy Butcher (Karl Urban), the Boys watch over the world’s superpowered individuals, putting them down when necessary and possible. A concluding fifth season is on the way, as is a second season of the live-action spin-off (Gen V). An animated miniseries (Diabolical) came out in 2022. The Man in the High Castle (2015–2019, four seasons) From a novel by Philip K. Dick (whose work has been the basis for Blade Runner, Total Recall, Minority Report, A Scanner Darkly, among many others), The Man in the High Castle takes place in an alternate history in which the Axis powers won World War II, and in which the United States is split down the middle; Japan governing the west and Germany the east. The title’s man in the high castle offers an alternate view, though, one in which the Allies actually won, with the potential to rally opposition to the Axis rulers. As the show progresses through its four seasons, the parallels to our increasingly authoritarian-friendly world, making it one of the more relevant shows of recent years. You can stream The Man in the High Castle here. The Wheel of Time (2021 – 2025, three seasons) An effective bit of fantasy storytelling, The Wheel of Time sees five people taken from a secluded village by Moiraine Damodred (Rosamund Pike), a powerful magic user who believes that one of them is the reborn Dragon: a being who will either heal the world, or destroy it entirely. The show has an epic sweep while smartly focusing on the very unworldly villagers, experiencing much of this at the same time as the audience. This is another mixed recommendation in that, while the show itself is quite good, it has just been cancelled following a third season that saw it really getting into its groove. The show goes through the fourth and fifth books of Robert Jordan's fantasy series, so, I suppose, you can always jump into the novels to finish the story. You can stream Wheel of Time here. The Devil’s Hour (2022 – , renewed for a third season) Jessica Raine (Call the Midwife) joins Peter Capaldi (The Thick of It, Doctor Who) for a slightly convoluted but haunting series that throws in just about every horror trope that you can think of while still managing to ground things in the two lead performances. Raine plays a social worker whose life is coming apart on almost every level: She’s caring for her aging mother, her marriage is ending, her son is withdrawn, and she wakes up at 3:33 am every morning exactly. She’s as convincing in the role as Capaldi is absolutely terrifying as a criminal linked to at least one killing who knows a lot more than he makes clear. You can stream The Devil's Hour here. Batman: Caped Crusader (2024 – , second season coming) I know, there's a lot of Batman out there. But this one's got real style, harkening back to Batman: The Animated Series from the 1990s (no surprise, given that Bruce Timm developed this one too). With a 1940s-esque setting, the show dodges some of the more outlandish superhero tropes to instead focus on a Gotham City rife with crime, corrupt cops, and gang warfare. There's just enough serialization across the first season to keep things addictive. You can stream Caped Crusader here. Secret Level (2024 – , renewed for a second season) This is pretty fun: an anthology of animated shorts from various creative teams that tell stories set within the worlds of various (15 so far) video games, including Unreal, Warhammer, Sifu, Mega Man, and Honor of Kings. It's hard to find consistent threads given the variety of source material, but that's kinda the point: There's a little something for everyone, and most shorts don't demand any extensive knowledge of game lore—though, naturally, they're a bit more fun for the initiated. The voice cast includes the likes of Arnold Schwarzenegger, his son Patrick Schwarzenegger, Keanu Reeves, Gabriel Luna, Ariana Greenblatt, and Adewale Akinnuoye-Agbaje. You can stream Secret Level here. Cross (2024 – , renewed for a second season) James Patterson's Alex Cross novels have been adapted three times before, all with mixed results: Morgan Freeman played the character twice, and Tyler Perry took on the role in 2012. Here, the forensic psychologist/police detective of a few dozen novels is played by Aldis Hodge (Leverage, One Night in Miami...), and it feels like he's finally nailed it. There are plenty of cop-drama tropes at work here, but the series is fast-paced and intense, and Hodge is instantly compelling in the iconic lead role. You can stream Cross here. Fleabag (2016–2019, two seasons) Fleabag isn’t a Prime original per se, nor even a co-production, but Amazon is the show’s American distributor and still brands it as such, so we’re going to count it. There’s no quick synopsis here, but stars Phoebe Waller-Bridge as the title character (only ever known as Fleabag) in the comedy drama about a free-spirited, but also deeply angry single woman in living in London. Waller-Bridge won separate Emmys as the star, creator, and writer of the series (all in the same year), and co-stars Sian Clifford, Olivia Coleman, Fiona Shaw, and Kristin Scott Thomas all received well-deserved nominations. You can stream Fleabag here.

The housing catalogue includes 50 low-rise home designs, including for garden suites, duplexes, four-plexes and six-plexes. Each design was developed by local architecture and engineering teams with the intent of aligning with regional building codes, planning rules, climate zones, construction methods and materials. TEXT John Lorinc RENDERINGS Office In Search Of During the spring election, the Liberals leaned into messaging that evoked a historic moment from the late 1940s, when Ottawa succeeded in confronting a severe housing crisis.  “We used to build things in this country,” begins Prime Minister Mark Carney in a nostalgic ad filled with archival images of streets lined with brand new post-World War II “strawberry box” bungalows, built for returning Canadian soldiers and their young families.  The video also includes montages from the now-iconic design “catalogues,” published by Canada Mortgage and Housing Corporation (CMHC). These supplied floor plans and unlocked cheap mortgages for tens of thousands of simple suburban houses found in communities across the country. “The government built prefabricated homes that were easy to assemble and inexpensive,” Carney said in the voice-over. “And those homes are still here.”  Over the past year, CMHC has initiated a 21st century re-do of that design catalogue, and the first tranche of 50 plans—for garden suites, duplexes, four-plexes and six-plexes—went live in early March. A second tranche, with plans for small apartments, is under development.  Unlike the postwar versions, these focus on infill sites, not green fields. One of CMHC’s goals is to promote so-called gentle density to residential properties with easily constructed plans that reflect regional variations, local zoning and building-code regulations, accessibility features and low-carbon design. As with those postwar catalogues, CMHC’s other goal was to tamp down on soft costs for homeowners or small builders looking to develop these kinds of housing by providing no-cost designs that were effectively permit sets. The early reviews are generally positive. “I find the design really very compelling in a kind of understated way,” says SvN principal Sam Dufaux. By making available vetted plans that can be either pre-approved or approved as of right, CMHC will remove some of the friction that impedes this scale of housing. “One of the elements of the housing crisis has to do with how do we approve these kinds of projects,” Dufaux adds. “I’m hoping it is a bit of a new beginning.” Yet other observers offer cautions about the extent to which the CMHC program can blunt the housing crisis. “It’s a small piece and a positive one,” says missing middle advocate and economist Mike Moffatt, who is executive in residence at the Smart Prosperity Institute and an assistant professor at Western’s Ivey Business School. “But [it’s] one that probably captures a disproportionate amount of attention because it’s something people can visualize in a way that they can’t with an apartment tax credit.” This kind of new-build infill is unlikely to provide much in the way of affordable or deeply affordable housing, adds Carolyn Whitzman, housing and social policy researcher, and author of Home Truths: Fixing Canada’s Housing Crisis (UBC Press, 2024). She estimates Canada needs about three million new dwellings that can be rented for $1,000 per month or less. The policies that will enable new housing at that scale, she says, involve financing subsidies, publicly owned land, and construction innovation, e.g., prefabricated or factory-built components, as well as “consistent and permissive zoning and consistent and permissive building codes.”  Indeed, the make-or-break question hovering over CMHC’s design catalogue is whether municipalities will green-light these plans or simply find new ways to hold up approvals.   An axonometric of a rowhouse development from the Housing Catalogue, designed for Alberta. A team effort Janna Levitt, partner at LGA Architectural Partners, says that when CMHC issued an RFP for the design catalogue, her firm decided to pitch a team of architects and peer reviewers from across Canada, with LGA serving as project manager. After they were selected, Levitt says they had to quickly clarify a key detail, which was the assumption that the program could deliver pre-approved, permit-ready plans absent a piece of property to build on. “Even in 1947,” she says, “it wasn’t a permit set until you had a site.” LGA’s team and CMHC agreed to expand the scope of the assignment so that the finished product wasn’t just a catalogue of plans but also included details about local regulations and typical lot sizes. Re-Housing co-founder Michael Piper, an associate professor at U of T’s John H. Daniels Faculty of Architecture, Landscape, and Design, came on board to carry out research on similar programs, and found initiatives in places like Georgia, Indiana and Texas. “I have not found any that moved forward,” he says. “Canada’s national design catalogue is pretty novel in that regard, which is exciting.” The noteworthy exceptions are California, which has made significant advances in recent years in pre-approving ADUs across the state, and British Columbia, which last fall released its own standardized design catalogue.  He also carried out a scan of land use and zoning rules in Ontario for 15 to 20 municipalities. “We looked to see [what] their zoning permitted and what the rules were, and as you might expect, they’re all over the place,” he says. “Hence the challenge with the standardized design.” At present, high-level overviews for the 50 designs are available, including basic floor plans, 3D axonometrics, and building dimensions. Full architectural design packages are expected to be released later this year. Levitt says the architects on the team set out to come up with designs that used wood frame construction, had no basements (to save on cost and reduce embodied carbon), and drew on vernacular architectural styles. They researched representative lot sizes in the various regions, and configured designs to suit small, medium and large properties. Some versions have accessibility features—CMHC’s remit included both accessible units and aging-in-place as objectives—or can be adapted later on.  As for climate and energy efficiency considerations, the recommended materials include low-carbon components and cladding. The designs do reflect geographical variations, but Levitt says there’s only so much her team could do in terms of energy modelling. “How do you do heat energy calculations when you don’t have a site? You don’t have north, south, east, west [orientations] and you don’t have what zone are you in. In B.C. and Ontario, there are seven climatic regions. There was a lot of working through those kinds of very practical requirements, which were very complicated and actually fed into the design work quite significantly.” As Levitt adds, “in 1947, there were no heat loss models because the world wasn’t like that.” LGA provided the architects on the team with templates for interior elements, such as bathrooms, as well as standards for features such as bedroom sizes, dining areas, storage sufficient to hold strollers, and access to outdoor space, either at grade or via a balcony. “We gathered together these ideas about the quality of life that we wanted baked into each of the designs, so that [they] expressed a really good quality of life—modest but good quality,” she says. “It’s not about the finishes. People had to be able to live there and live there well.” “This isn’t a boutique home solution,” Whitzman says. “This is a cheap and mass-produced solution. And compared to other cheap and mass-produced solutions, whether they be condos or suburban subdivisions, [the catalogue designs] look fine to my untrained eye.” A selection of Housing Catalogue designs for the Atlantic region. Will it succeed?  With the plans now public, the other important variables, besides their conformity with local bylaws, have to do with cost and visibility to potential users, including homeowners, contractors and developers specializing in smaller-scale projects.  On the costing side, N. Barry Lyons Consultants (NBLC) has been retained by CMHC to develop models to accompany the design catalogue, but those figures have yet to be released. While pricing is inevitably dynamic, the calculus behind the entire exercise turns on whether the savings on design outlays and the use of prefabricated components will make such small-scale projects pencil, particularly at a time when there are live concerns about tariffs, skilled labour shortages, and supply chain interruptions on building materials.  Finally, there’s the horse-to-water problem. While the design catalogue has received a reasonable amount of media attention since it launched, does CMHC need to find ways to market it more aggressively? “From my experience,” says Levitt, “they are extremely proactive, and have assembled a kind of dream team with a huge range of experience and expertise. They are doing very concerted and deep work with municipalities across the country.” Proper promotion, observes Moffatt, “is going to be important in particular, just for political reasons. The prime minister has made a lot of bold promises about [adding] 500,000 homes.” Carney’s pledge to get Canada back into building will take time to ramp up, he adds. “I do think the federal government needs to visibly show progress, and if they can’t point to a [new] building across the road, they could at least [say], `We’ve got this design catalogue. Here’s how it works. We’ve already got so many builders and developers looking at this.’”  While it’s far too soon to draw conclusions about the success of this ambitious program, Levitt is well aware of the long and rich legacy of the predecessor CMHC catalogues from the late 40s and the 1950s, all of which gave many young Canadian architects their earliest commissions and then left an enduring aesthetic on countless communities across Canada.   She hopes the updated 21st-century catalogue—fitted out as it is for 21st-century concerns about carbon, resilience and urban density—will acquire a similar cachet.  “These are architecturally designed houses for a group of people across the country who will have never lived in an architecturally designed house,” she muses. “I would love it if, 80 years from now, the consistent feedback [from occupants] was that they were able to live generously and well in those houses, and that everything was where it should be.” ARCHITECTURE FIRM COLLABORATORS Michael Green Architecture, Dub Architects, 5468796 Architecture Inc, Oxbow Architecture, LGA Architectural Partners, KANVA Architecture, Abbott Brown Architects, Taylor Architecture Group  As appeared in the June 2025 issue of Canadian Architect magazine  The post A housing design catalogue for the 21st century appeared first on Canadian Architect.

Male fertility rates have been plummeting over the past half-century. An analysis from 1992 noted a steady decrease in sperm counts and quality since the 1940s. A more recent study found that male infertility rates increased nearly 80% from 1990 to 2019. The reasons driving this trend remain a mystery, but frequently cited culprits include obesity, poor diet, and environmental toxins. Infectious diseases such as gonorrhea or chlamydia are often overlooked factors that affect fertility in men. Accumulating evidence suggests that a common single-celled parasite called Toxoplasma gondii may also be a contributor: An April 2025 study showed for the first time that “human sperm lose their heads upon direct contact” with the parasite. I am a microbiologist, and my lab studies Toxoplasma. This new study bolsters emerging findings that underscore the importance of preventing this parasitic infection. The many ways you can get toxoplasmosis Infected cats defecate Toxoplasma eggs into the litter box, garden or other places in the environment where they can be picked up by humans or other animals. Water, shellfish and unwashed fruits and vegetables can also harbor infectious parasite eggs. In addition to eggs, tissue cysts present in the meat of warm-blooded animals can spread toxoplasmosis as well if they are not destroyed by cooking to proper temperature. While most hosts of the parasite can control the initial infection with few if any symptoms, Toxoplasma remains in the body for life as dormant cysts in brain, heart and muscle tissue. These cysts can reactivate and cause additional episodes of severe illness that damage critical organ systems. Between 30% and 50% of the world’s population is permanently infected with Toxoplasma due to the many ways the parasite can spread. Toxoplasma can target male reproductive organs Upon infection, Toxoplasma spreads to virtually every organ and skeletal muscle. Evidence that Toxoplasma can also target human male reproductive organs first surfaced during the height of the AIDS pandemic in the 1980s, when some patients presented with the parasitic infection in their testes. While immunocompromised patients are most at risk for testicular toxoplasmosis, it can also occur in otherwise healthy individuals. Imaging studies of infected mice confirm that Toxoplasma parasites quickly travel to the testes in addition to the brain and eyes within days of infection. Toxoplasma cysts floating in cat feces. DPDx Image Library/CDC In 2017, my colleagues and I found that Toxoplasma can also form cysts in mouse prostates. Researchers have also observed these parasites in the ejaculate of many animals, including human semen, raising the possibility of sexual transmission. Knowing that Toxoplasma can reside in male reproductive organs has prompted analyses of fertility in infected men. A small 2021 study in Prague of 163 men infected with Toxoplasma found that over 86% had semen anomalies. A 2002 study in China found that infertile couples are more likely to have a Toxoplasma infection than fertile couples, 34.83% versus 12.11%. A 2005 study in China also found that sterile men are more likely to test positive for Toxoplasma than fertile men. Not all studies, however, produce a link between toxoplasmosis and sperm quality. Toxoplasma can directly damage human sperm Toxoplasmosis in animals mirrors infection in humans, which allows researchers to address questions that are not easy to examine in people. Testicular function and sperm production are sharply diminished in Toxoplasma-infected mice, rats and rams. Infected mice have significantly lower sperm counts and a higher proportion of abnormally shaped sperm. In that April 2025 study, researchers from Germany, Uruguay, and Chile observed that Toxoplasma can reach the testes and epididymis, the tube where sperm mature and are stored, two days after infection in mice. This finding prompted the team to test what happens when the parasite comes into direct contact with human sperm in a test tube. After only five minutes of exposure to the parasite, 22.4% of sperm cells were beheaded. The number of decapitated sperm increased the longer they interacted with the parasites. Sperm cells that maintained their head were often twisted and misshapen. Some sperm cells had holes in their head, suggesting the parasites were trying to invade them as it would any other type of cell in the organs it infiltrates. In addition to direct contact, Toxoplasma may also damage sperm because the infection promotes chronic inflammation. Inflammatory conditions in the male reproductive tract are harmful to sperm production and function. The researchers speculate that the harmful effects Toxoplasma may have on sperm could be contributing to large global declines in male fertility over the past decades. Sperm exposed to Toxoplasma. Arrows point to holes and other damage to the sperm; asterisks indicate where the parasite has burrowed. The two nonconfronted controls at the bottom show normal sperm. Rojas-Barón et al/The FEBS Journal, CC BY-SA Preventing toxoplasmosis The evidence that Toxoplasma can infiltrate male reproductive organs in animals is compelling, but whether this produces health issues in people remains unclear. Testicular toxoplasmosis shows that parasites can invade human testes, but symptomatic disease is very rare. Studies to date that show defects in the sperm of infected men are too small to draw firm conclusions at this time. Additionally, some reports suggest that rates of toxoplasmosis in high-income countries have not been increasing over the past few decades while male infertility was rising, so it’s likely to only be one part of the puzzle. Regardless of this parasite’s potential effect on fertility, it is wise to avoid Toxoplasma. An infection can cause miscarriage or birth defects if someone acquires it for the first time during pregnancy, and it can be life-threatening for immunocompromised people. Toxoplasma is also the leading cause of death from foodborne illness in the United States. Taking proper care of your cat, promptly cleaning the litter box and thoroughly washing your hands after can help reduce your exposure to Toxoplasma. You can also protect yourself from this parasite by washing fruits and vegetables, cooking meat to proper temperatures before consuming and avoiding raw shellfish, raw water and raw milk. Bill Sullivan, Professor of Microbiology and Immunology, Indiana University. This article is republished from The Conversation under a Creative Commons license. Read the original article.

Tucked into a residential lot in Victoria, Australia, Palm House demonstrates how an outdated home can be sensitively reimagined to meet the evolving needs of contemporary family life – without erasing its history. Designed by Leeton Pointon Architects + Interiors, the project breathes new life into a post-war 1940s suburban dwelling that had grown tired, dark, and disconnected from the outdoors. At the heart of the project is a core belief in working with what exists. Rather than resorting to complete demolition, the architects chose to retain the majority of the original structure. This choice not only reduced environmental impact but also allowed the design team to allocate resources strategically – enhancing key functional spaces like the kitchen, pantry, laundry, and communal living zones. By doing so, the new intervention becomes a focused, high-quality addition rather than a sprawling overhaul. The new extension, aptly described as a “garden room,” serves as the heart of the home. Set within a carefully curated landscape, the addition embraces its environment through expansive glazing, creating a seamless transition between interior and exterior. As one moves through the original portion of the house, a framed view through an arched portal gradually reveals the light-filled pavilion and the lush garden beyond. This newly established relationship with the outdoors marks a shift from the house’s original inward-facing character. Natural light, previously absent, now floods the living areas. Garden views extend in all directions, and ventilation flows with ease – qualities that significantly enhance the comfort, wellness, and joy of daily life. Despite the complex spatial language of Palm House, its material palette remains refreshingly simple. Concrete, glass, and wood work in harmony to create a contemporary yet calming environment. These materials were chosen for their enduring qualities, while adding a modern layer to the original historic home. Internally, the layout allows for easy movement throughout while creating nuanced distinctions between spaces. Generous open-plan areas encourage connection, along with gentle curves and changes in ceiling height that form more intimate nooks for retreat. The modern furnishings curated by Karyne Murphy Studio lean toward soft textures, natural hues, and minimalist compositions, reinforcing the calm and contemplative atmosphere throughout. A defining element of the extension is its sculptural concrete roof. Its sweeping curves create a rhythm and softness not typically associated with the material. This roof not only defines the architectural character but also serves practical functions: shielding the home from excessive summer heat, providing thermal mass for energy efficiency, and framing views both upward and outward. The expressive oculus skylights punctuating the roofline act as dramatic light sources. They direct shifting patterns of sunlight throughout the day, animating the interior with shadows and reflections. Sustainability is a core principle in Palm House’s design and addition. By reusing the existing building structure and focusing new construction on essential areas, the architects dramatically reduced material waste and reduced costs. Passive design strategies – including orientation, shading, thermal mass, and natural ventilation – were integrated from the outset. Solar panels are concealed within the roofline, water tanks are hidden yet accessible, and the landscaping supports food production and biodiversity without compromising aesthetics. For more information on Palm House or Leeton Pointon Architects + Interiors, visit leetonpointon.com. Photography by Lisa Cohen, courtesy of BowerBird.

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

The first thing you need to know about Honey O’Donahue is that she is a fabulous movie detective. Now you might be saying to yourself right now, “That just means she’s a great detective, right? A master solver of mysteries?” And sure. Maybe. Honestly, it’s a bit open to debate after watching Ethan Coen and Tricia Cooke’s new slinky potboiler, Honey, Don’t! But more important than the crime-stopping is how she pieces together the mystery of what it means to be a proper movie detective. She knows, for instance, that when a jealous spouse offers you money to confirm his husband is having an affair, you should kindly but firmly recommend he spend it instead on a romantic dinner that ends in candid conversation. She also recognizes the necessity of being not only smarter than the local dick on the police force, but able to remind him of this fact with snappy put-downs. She is a detective you simply enjoy watching drink, smoke, and carouse her way through the wreckage of a case, one dead body—or for that matter, a live one in her bed—at a time. And as played by Margaret Qualley with an authentic Carolina lilt, she ascends in Honey Don’t!’s best moments into becoming a kind of Southern-fried, queer Marlowe; a detective whose investigations are nearly impenetrable to follow, but like Bogie or Mitchum before her, you’re just happy to vibe in the patter of her day-to-day rigamarole. She is, in other words, a great creation for Qualley and the not-so-secret weapon in a character piece that sizzles despite the film’s deliberately (and perhaps too) shaggy plot. That plot, of course, involves dead bodies and criminal conspiracies-within-conspiracies on the outskirts of sunny Bakersfield, California. It’s there that local private eye Honey O’Donahue begins looking into the apparent death by car accident of a lonely woman in the community. She keeps her reasons to herself when the police gumshoe (Charlie Day) asks what her interest in the case is, just as she keeps him at further distance when he presses if she wants to discuss the case over drinks. “Book club,” she answers curtly. But didn’t she just tell him she had a book club meeting two days ago? “Dostoevsky, we’re really struggling with it.” The truth of course is Honey has eyes more for the likes of M.G. (Aubrey Plaza), the no-nonsense cop in charge of the station’s evidence locker, than she does for members of the male persuasion. But it’s fair to wonder if her real passion is for verbally sparring with almost anyone who crosses her path. That includes the local fuzz, as well as her sister and a wayward teenage niece, who both have a habit of not wanting Honey’s advice while implicitly yearning for her approval; it likewise pertains to the paranoid client (Billy Eichner) who wants to disgrace his husband at any cost; and you can sure as hell bet she saves her most scathing witticisms for the likes of a pastor at a local church who calls himself Reverend Drew (Chris Evans). Drew has big used car salesman energy, and the more Honey breathes it in, the more his congregation looks like a cult. All parties wind up involved in ways great or small in a scheme that proves more intricate than one might guess. But the key element that really gives momentum to the whole web is the perpetually bemused smile on Qualley’s face, which can simultaneously appear both empathetic and contemptuous in an unblinking glance. It’s a part clearly written toward Qualley’s talents by Coen and Cooke, who after working previously as director and editor on films like The Big Lebowski and O Brother, Where Art Thou? have combined forces as writers and film editors. And like last year’s Drive Away Dolls, the pair imagine Honey Don’t! to be part of a “lesbian B-movie trilogy,” a film which leans lightly into the exploitation of grindhouse cinema while also offering a frothier narrative for LGBTQ cinema than, say, the tragedies that Oscar voters so love. Honey Don’t! is intentionally slight and sleight of hand while setting up the type of boneheaded criminal conspirators who populated so many Coen movies of yore, back when Ethan was writing with Joel. I would also say that despite its happy desire to titillate and objectify, the film feels closer in line with the original film noir movement of the 1940s and ‘50s with its most base pleasures coming from dialogue and performance. Qualley is again the charismatic sun around which everything else orbits, but Plaza also gets plenty of room to build a character miles apart from her frequent Parks and Rec type. To be sure, M.G. has a deadpan about her too, but it’s more bitter, deadly variety—the kind of hard edge that can only come from being sharpened by a lifetime spent as the other in a small, Christian town. Meanwhile Evans is having fun as another creep, although six years on from hanging up Captain America’s shield, and then trying on the sleazebag sweater in Knives Out, it’s fair to wonder if he is now typecast in the other direction. Reverend Drew is a bit more one-note than Knives Out’s Ransom, but it works for the arch and typically dimwitted criminal comedy that Ethan and Joel began their directing career fixated on. Drew is at the focal point of an underworld rife in sex, drugs, and murder, but the mechanics of it—and how it intersects with Honey’s other investigations—is obscure. If one sits down and thinks about it, there seems to really be a greater narrative plotted out by Cooke and Coen left teasingly off-screen, and which would make it all snap into place. But as they appear determined to draw on films famous for their “plot doesn’t matter” legacies, the writers elect to keep Honey and audiences somewhat in the dark all the way to the end credits. The choice benefits from what a gem of a role the title character is for Qualley, funneling all of the film’s attention toward Honey O’Donahue’s swaggering hips and gait. However, it also makes the film slightly frothier and fleeting than it probably needed to be. The writers and star have built such a great character, you want to see her utilized for more than the B-movie aspirations set before her. Yet while working within the purposeful confines of this box, the creatives have succeeded in crafting a merry little murder yarn full of style and devastating zingers. This might be the second part of a thematic trilogy, but one leaves also hoping it’s the first part in a series of cases, and next time Qualley and Honey get to sink their teeth into a larger Coen crime syndicate. Join our mailing list Get the best of Den of Geek delivered right to your inbox! Honey Don’t! premieres at the Cannes Film Festival on May 24 and in theaters on Aug. 22.