By TREVOR HOGG Images courtesy of Prime Video. For those seeking an alternative to the MCU, Prime Video has two offerings of the live-action and animated variety that take the superhero genre into R-rated territory where the hands of the god-like figures get dirty, bloodied and severed. “The Boys is about the intersection of celebrity and politics using superheroes,” states Stephan Fleet, VFX Supervisor on The Boys. “Sometimes I see the news and I don’t even know we can write to catch up to it! But we try. Invincible is an intense look at an alternate DC Universe that has more grit to the superhero side of it all. On one hand, I was jealous watching Season 1 of Invincible because in animation you can do things that you can’t do in real life on a budget.” Season 4 does not tone down the blood, gore and body count. Fleet notes, “The writers almost have this dialogue with us. Sometimes, they’ll write in the script, ‘And Fleet will come up with a cool visual effect for how to kill this person.’ Or, ‘Chhiu, our fight coordinator, will make an awesome fight.’ It is a frequent topic of conversation. We’re constantly trying to be inventive and create new ways to kill people!” When Splinter (Rob Benedict) splits in two, the cloning effect was inspired by cellular mitosis. “The writers almost have this dialogue with us. Sometimes, they’ll write in the script, ‘And Fleet will come up with a cool visual effect for how to kill this person.’ Or, ‘Chhiu, our fight coordinator, will make an awesome fight.’ It is a frequent topic of conversation. We’re constantly trying to be inventive and create new ways to kill people!” —Stephan Fleet, VFX Supervisor A total of 1,600 visual effects shots were created for the eight episodes by ILM, Pixomondo, MPC Toronto, Spin VFX, DNEG, Untold Studios, Luma Pictures and Rocket Science VFX. Previs was a critical part of the process. “We have John Griffith [Previs Director], who owns a small company called CNCPT out of Texas, and he does wonderful Unreal Engine level previs,” Fleet remarks. “On set, we have a cartoon of what is going to be done, and you’ll be amazed, specifically for action and heavy visual effects stuff, how close those shots are to the previs when we finish.” Founding Director of Federal Bureau of Superhuman Affairs, Victoria Neuman, literally gets ripped in half by two tendrils coming out of Compound V-enhanced Billy Butcher, the leader of superhero resistance group The Boys. “The word that we like to use on this show is ‘grounded,’ and I like to say ‘grounded’ with an asterisk in this day and age because we’re grounded until we get to killing people in the craziest ways. In this case, having someone floating in the air and being ripped in half by two tendrils was all CG.” Multiple plates were shot to enable Simon Pegg to phase through the actor laying in a hospital bed. Testing can get rather elaborate. “For that end scene with Butcher’s tendrils, the room was two stories, and we were able to put the camera up high along with a bunch of blood cannons,” Fleet recalls. “When the body rips in half and explodes, there is a practical component. We rained down a bunch of real blood and guts right in front of Huey. It’s a known joke that we like to douse Jack Quaid with blood as much as possible! In this case, the special effects team led by Hudson Kenny needed to test it the day before, and I said, “I’ll be the guinea pig for the test.’ They covered the whole place with plastic like it was a Dexter kill room because you don’t want to destroy the set. I’m standing there in a white hazmat suit with goggles on, covered from head to toe in plastic and waiting as they’re tweaking all of these things. It sounds like World War II going on. They’re on walkie talkies to each other, and then all of a sudden, it’s ‘Five, four, three, two, one…’  And I get exploded with blood. I wanted to see what it was like, and it’s intense.” “On set, we have a cartoon of what is going to be done, and you’ll be amazed, specifically for action and heavy visual effects stuff, how close those shots are to the previs when we finish.” —Stephan Fleet, VFX Supervisor The Deep has a love affair with an octopus called Ambrosius, voiced by Tilda Swinton. “It’s implied bestiality!” Fleet laughs. “I would call it more of a romance. What was fun from my perspective is that I knew what the look was going to be [from Season 3], so then it’s about putting in the details and the animation. One of the instincts that you always have when you’re making a sea creature that talks to a human [is] you tend to want to give it human gestures and eyebrows. Erik Kripke [Creator, Executive Producer, Showrunner, Director, Writer] said, ‘No. We have to find things that an octopus could do that conveys the same emotion.’ That’s when ideas came in, such as putting a little The Deep toy inside the water tank. When Ambrosius is trying to have an intimate moment or connect with him, she can wrap a tentacle around that. My favorite experience doing Ambrosius was when The Deep is reading poetry to her on a bed. CG creatures touching humans is one of the more complicated things to do and make look real. Ambrosius’ tentacles reach for his arm, and it becomes an intimate moment. More than touching the skin, displacing the bedsheet as Ambrosius moved ended up becoming a lot of CG, and we had to go back and forth a few times to get that looking right; that turned out to be tricky.” A building is replaced by a massive crowd attending a rally being held by Homelander. In a twisted form of sexual foreplay, Sister Sage has The Deep perform a transorbital lobotomy on her. “Thank you, Amazon for selling lobotomy tools as novelty items!” Fleet chuckles. “We filmed it with a lobotomy tool on set. There is a lot of safety involved in doing something like that. Obviously, you don’t want to put any performer in any situation where they come close to putting anything real near their eye. We created this half lobotomy tool and did this complicated split screen with the lobotomy tool on a teeter totter. The Deep was [acting in a certain way] in one shot and Sister Sage reacted in the other shot. To marry the two ended up being a lot of CG work. Then there are these close-ups which are full CG. I always keep a dummy head that is painted gray that I use all of the time for reference. In macrophotography I filmed this lobotomy tool going right into the eye area. I did that because the tool is chrome, so it’s reflective and has ridges. It has an interesting reflective property. I was able to see how and what part of the human eye reflects onto the tool. A lot of that shot became about realistic reflections and lighting on the tool. Then heavy CG for displacing the eye and pushing the lobotomy tool into it. That was one of the more complicated sequences that we had to achieve.” In order to create an intimate moment between Ambrosius and The Deep, a toy version of the superhero was placed inside of the water tank that she could wrap a tentacle around. “The word that we like to use on this show is ‘grounded,’ and I like to say ‘grounded’ with an asterisk in this day and age because we’re grounded until we get to killing people in the craziest ways. In this case, having someone floating in the air and being ripped in half by two tendrils was all CG.” —Stephan Fleet, VFX Supervisor Sheep and chickens embark on a violent rampage courtesy of Compound V with the latter piercing the chest of a bodyguard belonging to Victoria Neuman. “Weirdly, that was one of our more traditional shots,’ Fleet states. “What is fun about that one is I asked for real chickens as reference. The chicken flying through his chest is real. It’s our chicken wrangler in green suit gently tossing a chicken. We blended two real plates together with some CG in the middle.” A connection was made with a sci-fi classic. “The sheep kill this bull, and we shot it is in this narrow corridor of fencing. When they run, I always equated it as the Trench Run in Star Wars and looked at the sheep as TIE fighters or X-wings coming at them.” The scene was one of the scarier moments for the visual effects team. Fleet explains, “When I read the script, I thought this could be the moment where we jump the shark. For the shots where the sheep are still and scream to the camera, Untold Studios did a bunch of R&D and came up with baboon teeth. I tried to keep anything real as much as possible, but, obviously, when sheep are flying, they have to be CG. I call it the Battlestar Galactica theory, where I like to shake the camera, overshoot shots and make it sloppy when they’re in the air so you can add motion blur. Comedy also helps sell visual effects.” The sheep injected with Compound V develop the ability to fly and were shot in an imperfect manner to help ground the scenes. Once injected with Compound V, Hugh Campbell Sr. (Simon Pegg) develops the ability to phase through objects, including human beings. “We called it the Bro-nut because his name in the script is Wall Street Bro,” Fleet notes. “That was a complicated motion control shot, repeating the move over and over again. We had to shoot multiple plates of Simon Pegg and the guy in the bed. Special effects and prosthetics created a dummy guy with a hole in his chest with practical blood dripping down. It was meshing it together and getting the timing right in post. On top of that, there was the CG blood immediately around Simon Pegg.” The phasing effect had to avoid appearing as a dissolve. “I had this idea of doing high-frequency vibration on the X axis loosely based on how The Flash vibrates through walls. You want everything to have a loose motivation that then helps trigger the visuals. We tried not to overcomplicate that because, ultimately, you want something like that to be quick. If you spend too much time on phasing, it can look cheesy. In our case, it was a lot of false walls. Simon Pegg is running into a greenscreen hole which we plug in with a wall or coming out of one. I went off the actor’s action, and we added a light opacity mix with some X-axis shake.” Providing a different twist to the fights was the replacement of spurting blood with photoreal rubber duckies during a drug-induced hallucination. Homelander (Anthony Starr) breaks a mirror which emphasizes his multiple personality disorder. “The original plan was that special effects was going to pre-break a mirror, and we were going to shoot Anthony Starr moving his head doing all of the performances in the different parts of the mirror,” Fleet reveals. “This was all based on a photo that my ex-brother-in-law sent me. He was walking down a street in Glendale, California, came across a broken mirror that someone had thrown out, and took a photo of himself where he had five heads in the mirror. We get there on the day, and I’m realizing that this is really complicated. Anthony has to do these five different performances, and we have to deal with infinite mirrors. At the last minute, I said, ‘We have to do this on a clean mirror.’ We did it on a clear mirror and gave Anthony different eyelines. The mirror break was all done in post, and we were able to cheat his head slightly and art-direct where the break crosses his chin. Editorial was able to do split screens for the timing of the dialogue.” “For the shots where the sheep are still and scream to the camera, Untold Studios did a bunch of R&D and came up with baboon teeth. I tried to keep anything real as much as possible, but, obviously, when sheep are flying, they have to be CG. I call it the Battlestar Galactica theory, where I like to shake the camera, overshoot shots and make it sloppy when they’re in the air so you can add motion blur. Comedy also helps sell visual effects.” —Stephan Fleet, VFX Supervisor Initially, the plan was to use a practical mirror, but creating a digital version proved to be the more effective solution. A different spin on the bloodbath occurs during a fight when a drugged Frenchie (Tomer Capone) hallucinates as Kimiko Miyashiro (Karen Fukuhara) goes on a killing spree. “We went back and forth with a lot of different concepts for what this hallucination would be,” Fleet remarks. “When we filmed it, we landed on Frenchie having a synesthesia moment where he’s seeing a lot of abstract colors flying in the air. We started getting into that in post and it wasn’t working. We went back to the rubber duckies, which goes back to the story of him in the bathtub. What’s in the bathtub? Rubber duckies, bubbles and water. There was a lot of physics and logic required to figure out how these rubber duckies could float out of someone’s neck. We decided on bubbles when Kimiko hits people’s heads. At one point, we had water when she got shot, but it wasn’t working, so we killed it. We probably did about 100 different versions. We got really detailed with our rubber duckie modeling because we didn’t want it to look cartoony. That took a long time.” Ambrosius, voiced by Tilda Swinton, gets a lot more screentime in Season 4. When Splinter (Rob Benedict) splits in two was achieved heavily in CG. “Erik threw out the words ‘cellular mitosis’ early on as something he wanted to use,” Fleet states. “We shot Rob Benedict on a greenscreen doing all of the different performances for the clones that pop out. It was a crazy amount of CG work with Houdini and particle and skin effects. We previs’d the sequence so we had specific actions. One clone comes out to the right and the other pulls backwards.” What tends to go unnoticed by many is Splinter’s clones setting up for a press conference being held by Firecracker (Valorie Curry). “It’s funny how no one brings up the 22-hour motion control shot that we had to do with Splinter on the stage, which was the most complicated shot!” Fleet observes. “We have this sweeping long shot that brings you into the room and follows Splinter as he carries a container to the stage and hands it off to a clone, and then you reveal five more of them interweaving each other and interacting with all of these objects. It’s like a minute-long dance. First off, you have to choreograph it. We previs’d it, but then you need to get people to do it. We hired dancers and put different colored armbands on them. The camera is like another performer, and a metronome is going, which enables you to find a pace. That took about eight hours of rehearsal. Then Rob has to watch each one of their performances and mimic it to the beat. When he is handing off a box of cables, it’s to a double who is going to have to be erased and be him on the other side. They have to be almost perfect in their timing and lineup in order to take it over in visual effects and make it work.”

The ROG Xbox Ally range has been developed by Microsoft in collaboration with Asus.

While we’ve had plenty of superhero games come out over the past decade and a half (and I’m always down for more), most have either been open-world adventures or fighting games. I’m as excited as anyone for the upcoming Marvel Tōkon and Invincible VS, but I’m also ready for a little something different. That’s where Dispatch from AdHoc Studio comes in. Dispatch is a game made for people who enjoy watching a rerun of The Office as a palate cleanser after the bloody battles of Invincible. So, me. You’re cast as Robert Robertson, the former superhero known as Mecha Man. He has to step away from frontline superheroics as the mech suit he relied on was destroyed in battle. Needing a job, he starts work at a dispatch center for superheroes, and the demo takes you through a small, 30-minute chunk of his first day. You’ll notice Dispatch’s crude humor early on. The first thing you can do in Dispatch is give a colleague a “bro fist” at a urinal, and the juvenile jokes don’t stop there. Middle school boys are going to love it, though I’d be lying if I said a few of the jokes didn’t get chuckles from me. Another of Robertson’s co-workers, who also used to be a superhero until his powers caused him to rapidly age, introduces Robertson’s team of misfit heroes, though that term should be used loosely. He notes they’re a “motley crew of dangerous fuck-ups” as Robertson examines their files, each with a mugshot and rapsheet. Robertson isn’t in charge of the Avengers — he’s leading a D-List Suicide Squad. The cast, however, is full of A-listers: Laura Bailey, Matthew Mercer, Aaron Paul, and Jeffrey Wright are among those lending their voices to Dispatch. Much like The Boys, Dispatch plays with the idea of the corporatization of superheroes (though without the satire of and parallels to modern-day politics). These heroes aren’t a lone Spider-Man swinging through Manhattan on patrol — they’re employees waiting for an assignment. Gameplay consists of matching the right (or perhaps “good enough”) hero to the job. Some assignments I saw in the demo included breaking up a robbery, catching a 12-year-old thief, and grabbing a kid’s balloon from a tree while also making sure the kid didn’t cry. Seeing as how one of your misfits is a literal bat man and another looks like a tiefling, you have to choose wisely. The real draw of Dispatch for me isn’t the point-and-click assignment gameplay, but rather the choice-based dialogue. It’s developed by AdHoc Studio, which was formed in 2018 by former developers who had worked on Telltale titles like The Wolf Among Us, The Walking Dead, and Tales from the Borderlands, and you can easily see the throughline from those titles to Dispatch. At various points, you have a limited time to select Robertson’s dialogue, and occasionally a pop-up saying a character “will remember that” appears. How much Robertson’s choices actually have consequences or influence his relationships with others remains to be seen, though I have no doubt those choices will be fun to make. After its reveal at The Game Awards six months ago, Dispatch will be coming to Windows PC and unspecified consoles sometime this year. You can check out its demo now on Steam.

Donald Trump’s military parade in Washington this weekend — a show of force in the capital that just happens to take place on the president’s birthday — smacks of authoritarian Dear Leader-style politics (even though Trump actually got the idea after attending the 2017 Bastille Day parade in Paris).Yet as disconcerting as the imagery of tanks rolling down Constitution Avenue will be, it’s not even close to Trump’s most insidious assault on the US military’s historic and democratically essential nonpartisan ethos.In fact, it’s not even the most worrying thing he’s done this week.On Tuesday, the president gave a speech at Fort Bragg, an Army base home to Special Operations Command. While presidential speeches to soldiers are not uncommon — rows of uniformed troops make a great backdrop for a foreign policy speech — they generally avoid overt partisan attacks and campaign-style rhetoric. The soldiers, for their part, are expected to be studiously neutral, laughing at jokes and such, but remaining fully impassive during any policy conversation.That’s not what happened at Fort Bragg. Trump’s speech was a partisan tirade that targeted “radical left” opponents ranging from Joe Biden to Los Angeles Mayor Karen Bass. He celebrated his deployment of Marines to Los Angeles, proposed jailing people for burning the American flag, and called on soldiers to be “aggressive” toward the protesters they encountered.The soldiers, for their part, cheered Trump and booed his enemies — as they were seemingly expected to. Reporters at Military.com, a military news service, uncovered internal communications from 82nd Airborne leadership suggesting that the crowd was screened for their political opinions.“If soldiers have political views that are in opposition to the current administration and they don’t want to be in the audience then they need to speak with their leadership and get swapped out,” one note read.To call this unusual is an understatement. I spoke with four different experts on civil-military relations, two of whom teach at the Naval War College, about the speech and its implications. To a person, they said it was a step towards politicizing the military with no real precedent in modern American history.“That is, I think, a really big red flag because it means the military’s professional ethic is breaking down internally,” says Risa Brooks, a professor at Marquette University. “Its capacity to maintain that firewall against civilian politicization may be faltering.”This may sound alarmist — like an overreading of a one-off incident — but it’s part of a bigger pattern. The totality of Trump administration policies, ranging from the parade in Washington to the LA troop deployment to Secretary of Defense Pete Hegseth’s firing of high-ranking women and officers of color, suggests a concerted effort to erode the military’s professional ethos and turn it into an institution subservient to the Trump administration’s whims. This is a signal policy aim of would-be dictators, who wish to head off the risk of a coup and ensure the armed forces’ political reliability if they are needed to repress dissent in a crisis.Steve Saideman, a professor at Carleton University, put together a list of eight different signs that a military is being politicized in this fashion. The Trump administration has exhibited six out of the eight.“The biggest theme is that we are seeing a number of checks on the executive fail at the same time — and that’s what’s making individual events seem more alarming than they might otherwise,” says Jessica Blankshain, a professor at the Naval War College (speaking not for the military but in a personal capacity).That Trump is trying to politicize the military does not mean he has succeeded. There are several signs, including Trump’s handpicked chair of the Joint Chiefs repudiating the president’s claims of a migrant invasion during congressional testimony, that the US military is resisting Trump’s politicization.But the events in Fort Bragg and Washington suggest that we are in the midst of a quiet crisis in civil-military relations in the United States — one whose implications for American democracy’s future could well be profound.The Trump crisis in civil-military relations, explainedA military is, by sheer fact of its existence, a threat to any civilian government. If you have an institution that controls the overwhelming bulk of weaponry in a society, it always has the physical capacity to seize control of the government at gunpoint. A key question for any government is how to convince the armed forces that they cannot or should not take power for themselves.Democracies typically do this through a process called “professionalization.” Soldiers are rigorously taught to think of themselves as a class of public servants, people trained to perform a specific job within defined parameters. Their ultimate loyalty is not to their generals or even individual presidents, but rather to the people and the constitutional order.Samuel Huntington, the late Harvard political scientist, is the canonical theorist of a professional military. In his book The Soldier and the State, he described optimal professionalization as a system of “objective control”: one in which the military retains autonomy in how they fight and plan for wars while deferring to politicians on whether and why to fight in the first place. In effect, they stay out of the politicians’ affairs while the politicians stay out of theirs.The idea of such a system is to emphasize to the military that they are professionals: Their responsibility isn’t deciding when to use force, but only to conduct operations as effectively as possible once ordered to engage in them. There is thus a strict firewall between military affairs, on the one hand, and policy-political affairs on the other.Typically, the chief worry is that the military breaches this bargain: that, for example, a general starts speaking out against elected officials’ policies in ways that undermine civilian control. This is not a hypothetical fear in the United States, with the most famous such example being Gen. Douglas MacArthur’s insubordination during the Korean War. Thankfully, not even MacArthur attempted the worst-case version of military overstep — a coup.But in backsliding democracies like the modern United States, where the chief executive is attempting an anti-democratic power grab, the military poses a very different kind of threat to democracy — in fact, something akin to the exact opposite of the typical scenario.In such cases, the issue isn’t the military inserting itself into politics but rather the civilians dragging them into it in ways that upset the democratic political order. The worst-case scenario is that the military acts on presidential directives to use force against domestic dissenters, destroying democracy not by ignoring civilian orders, but by following them.There are two ways to arrive at such a worst-case scenario, both of which are in evidence in the early days of Trump 2.0.First is politicization: an intentional attack on the constraints against partisan activity inside the professional ranks.Many of Pete Hegseth’s major moves as secretary of defense fit this bill, including his decisions to fire nonwhite and female generals seen as politically unreliable and his effort to undermine the independence of the military’s lawyers. The breaches in protocol at Fort Bragg are both consequences and causes of politicization: They could only happen in an environment of loosened constraint, and they might encourage more overt political action if gone unpunished.The second pathway to breakdown is the weaponization of professionalism against itself. Here, Trump exploits the military’s deference to politicians by ordering it to engage in undemocratic (and even questionably legal) activities. In practice, this looks a lot like the LA deployments, and, more specifically, the lack of any visible military pushback. While the military readily agreeing to deployments is normally a good sign — that civilian control is holding — these aren’t normal times. And this isn’t a normal deployment, but rather one that comes uncomfortably close to the military being ordered to assist in repressing overwhelmingly peaceful demonstrations against executive abuses of power.“It’s really been pretty uncommon to use the military for law enforcement,” says David Burbach, another Naval War College professor (also speaking personally). “This is really bringing the military into frontline law enforcement when. … these are really not huge disturbances.”This, then, is the crisis: an incremental and slow-rolling effort by the Trump administration to erode the norms and procedures designed to prevent the military from being used as a tool of domestic repression. Is it time to panic?Among the experts I spoke with, there was consensus that the military’s professional and nonpartisan ethos was weakening. This isn’t just because of Trump, but his terms — the first to a degree, and now the second acutely — are major stressors.Yet there was no consensus on just how much military nonpartisanship has eroded — that is, how close we are to a moment when the US military might be willing to follow obviously authoritarian orders.For all its faults, the US military’s professional ethos is a really important part of its identity and self-conception. While few soldiers may actually read Sam Huntington or similar scholars, the general idea that they serve the people and the republic is a bedrock principle among the ranks. There is a reason why the United States has never, in over 250 years of governance, experienced a military coup — or even come particularly close to one.In theory, this ethos should also galvanize resistance to Trump’s efforts at politicization. Soldiers are not unthinking automatons: While they are trained to follow commands, they are explicitly obligated to refuse illegal orders, even coming from the president. The more aggressive Trump’s efforts to use the military as a tool of repression gets, the more likely there is to be resistance.Or, at least theoretically.The truth is that we don’t really know how the US military will respond to a situation like this. Like so many of Trump’s second-term policies, their efforts to bend the military to their will are unprecedented — actions with no real parallel in the modern history of the American military. Experts can only make informed guesses, based on their sense of US military culture as well as comparisons to historical and foreign cases.For this reason, there are probably only two things we can say with confidence.First, what we’ve seen so far is not yet sufficient evidence to declare that the military is in Trump’s thrall. The signs of decay are too limited to ground any conclusions that the longstanding professional norm is entirely gone.“We have seen a few things that are potentially alarming about erosion of the military’s non-partisan norm. But not in a way that’s definitive at this point,” Blankshain says.Second, the stressors on this tradition are going to keep piling on. Trump’s record makes it exceptionally clear that he wants the military to serve him personally — and that he, and Hegseth, will keep working to make it so. This means we really are in the midst of a quiet crisis, and will likely remain so for the foreseeable future.“The fact that he’s getting the troops to cheer for booing Democratic leaders at a time when there’s actually [a deployment to] a blue city and a blue state…he is ordering the troops to take a side,” Saideman says. “There may not be a coherent plan behind this. But there are a lot of things going on that are all in the same direction.”See More: Politics

Technology leaders are baffled by a “cacophony” of “buzzwords, hype and confusion” over the benefits of artificial intelligence (AI), according to the founder and CEO of technology company Pegasystems. Alan Trefler, who is known for his prowess at chess and ping pong, as well as running a $1.5bn turnover tech company, spends much of his time meeting clients, CIOs and business leaders. “I think CIOs are struggling to understand all of the buzzwords, hype and confusion that exists,” he said. “The words AI and agentic are being thrown around in this great cacophony and they don’t know what it means. I hear that constantly.” CIOs are under pressure from their CEOs, who are convinced AI will offer something valuable. “CIOs are really hungry for pragmatic and practical solutions, and in the absence of those, many of them are doing a lot of experimentation,” said Trefler. Companies are looking at large language models to summarise documents, or to help stimulate ideas for knowledge workers, or generate first drafts of reports – all of which will save time and make people more productive. But Trefler said companies are wary of letting AI loose on critical business applications, because it’s just too unpredictable and prone to hallucinations. “There is a lot of fear over handing things over to something that no one understands exactly how it works, and that is the absolute state of play when it comes to general AI models,” he said. Trefler is scathing about big tech companies that are pushing AI agents and large language models for business-critical applications. “I think they have taken an expedient but short-sighted path,” he said. “I believe the idea that you will turn over critical business operations to an agent, when those operations have to be predictable, reliable, precise and fair to clients … is something that is full of issues, not just in the short term, but structurally.” One of the problems is that generative AI models are extraordinarily sensitive to the data they are trained on and the construction of the prompts used to instruct them. A slight change in a prompt or in the training data can lead to a very different outcome. For example, a business banking application might learn its customer is a bit richer or a bit poorer than expected. “You could easily imagine the prompt deciding to change the interest rate charged, whether that was what the institution wanted or whether it would be legal according to the various regulations that lenders must comply with,” said Trefler. Trefler said Pega has taken a different approach to some other technology suppliers in the way it adds AI into business applications. Rather than using AI agents to solve problems in real time, AI agents do their thinking in advance. Business experts can use them to help them co-design business processes to perform anything from assessing a loan application, giving an offer to a valued customer, or sending out an invoice. Companies can still deploy AI chatbots and bots capable of answering queries on the phone. Their job is not to work out the solution from scratch for every enquiry, but to decide which is the right pre-written process to follow. As Trefler put it, design agents can create “dozens and dozens” of workflows to handle all the actions a company needs to take care of its customers. “You just use the natural language model for semantics to be able to handle the miracle of getting the language right, but tie that language to workflows, so that you have reliable, predictable, regulatory-approved ways to execute,” he said. Large language models (LLMs) are not always the right solution. Trefler demonstrated how ChatGPT 4.0 tried and failed to solve a chess puzzle. The LLM repeatedly suggested impossible or illegal moves, despite Trefler’s corrections. On the other hand, another AI tool, Stockfish, a dedicated chess engine, solved the problem instantly. The other drawback with LLMs is that they consume vast amounts of energy. That means if AI agents are reasoning during “run time”, they are going to consume hundreds of times more electricity than an AI agent that simply selects from pre-determined workflows, said Trefler. “ChatGPT is inherently, enormously consumptive … as it’s answering your question, its firing literally hundreds of millions to trillions of nodes,” he said. “All of that takes [large quantities of] electricity.” Using an employee pay claim as an example, Trefler said a better alternative is to generate, say, 30 alternative workflows to cover the major variations found in a pay claim. That gives you “real specificity and real efficiency”, he said. “And it’s a very different approach to turning a process over to a machine with a prompt and letting the machine reason it through every single time.” “If you go down the philosophy of using a graphics processing unit [GPU] to do the creation of a workflow and a workflow engine to execute the workflow, the workflow engine takes a 200th of the electricity because there is no reasoning,” said Trefler. He is clear that the growing use of AI will have a profound effect on the jobs market, and that whole categories of jobs will disappear. The need for translators, for example, is likely to dry up by 2027 as AI systems become better at translating spoken and written language. Google’s real-time translator is already “frighteningly good” and improving. Pega now plans to work more closely with its network of system integrators, including Accenture and Cognizant to deliver AI services to businesses. An initiative launched last week will allow system integrators to incorporate their own best practices and tools into Pega’s rapid workflow development tools. The move will mean Pega’s technology reaches a wider range of businesses. Under the programme, known as Powered by Pega Blueprint, system integrators will be able to deploy customised versions of Blueprint. They can use the tool to reverse-engineer ageing applications and replace them with modern AI workflows that can run on Pega’s cloud-based platform. “The idea is that we are looking to make this Blueprint Agent design approach available not just through us, but through a bunch of major partners supplemented with their own intellectual property,” said Trefler. That represents a major expansion for Pega, which has largely concentrated on supplying technology to several hundred clients, representing the top Fortune 500 companies. “We have never done something like this before, and I think that is going to lead to a massive shift in how this technology can go out to market,” he added. When AI agents behave in unexpected ways Iris is incredibly smart, diligent and a delight to work with. If you ask her, she will tell you she is an intern at Pegasystems, and that she lives in a lighthouse on the island of Texel, north of the Netherlands. She is, of course, an AI agent. When one executive at Pega emailed Iris and asked her to write a proposal for a financial services company based on his notes and internet research, Iris got to work. Some time later, the executive received a phone call from the company. “‘Listen, we got a proposal from Pega,’” recalled Rob Walker, vice-president at Pega, speaking at the Pegaworld conference last week. “‘It’s a good proposal, but it seems to be signed by one of your interns, and in her signature, it says she lives in a lighthouse.’ That taught us early on that agents like Iris need a safety harness.” The developers banned Iris from sending an email to anyone other than the person who sent the original request. Then Pega’s ethics department sent Iris a potentially abusive email from a Pega employee to test her response. Iris reasoned that the email was either a joke, abusive, or that the employee was under distress, said Walker. She considered forwarding the email to the employee’s manager or to HR. But both of these options were now blocked by her developers. “So what does she do? She sent an out of office,” he said. “Conflict avoidance, right? So human, but very creative.”

There’s a Sphere-alike in Redrock, MindsEye’s open-world version of Las Vegas. It’s pretty much a straight copy of the original: a huge soap bubble, half sunk into the desert floor, with its surface turned into a gigantic TV. Occasionally you’ll pull up near the Sphere while driving an electric vehicle made by Silva, the megacorp that controls this world. You’ll sometimes come to a stop just as an advert for an identical Silva EV plays out on the huge curved screen overhead. The doubling effect can be slightly vertigo-inducing.At these moments, I truly get what MindsEye is trying to do. You’re stuck in the ultimate company town, where oligarchs and other crooks run everything, and there’s no hope of escaping the ecosystem they’ve built. MindsEye gets this all across through a chance encounter, and in a way that’s both light of touch and clever. The rest of the game tends towards the heavy-handed and silly, but it’s nice to glimpse a few instances where everything clicks.With its Spheres and omnipresent EVs, MindsEye looks and sounds like the future. It’s concerned with AI and tech bros and the insidious creep of a corporate dystopia. You play as an amnesiac former-soldier who must work out the precise damage that technology has done to his humanity, while shooting people and robots and drones. And alongside the campaign itself, MindsEye also has a suite of tools for making your own game or levels and publishing them for fellow players. All of this has come from a studio founded by Leslie Benzies, whose production credits include the likes of GTA 5.AI overlords … MindsEye. Photograph: IOI PartnersWhat’s weird, then, is that MindsEye generally plays like the past. Put a finger to the air and the wind is blowing from somewhere around 2012. At heart, this is a roughly hewn cover shooter with an open world that you only really experience when you’re driving between missions. Its topical concerns mainly exist to justify double-crosses and car chases and shootouts, and to explain why you head into battle with a personal drone that can open doors for you and stun nearby enemies.It can be an uncanny experience, drifting back through the years to a time when many third-person games still featured unskippable cut-scenes and cover that could be awkward to unstick yourself from. I should add that there are plenty of reports at the moment of crashes and technical glitches and characters turning up without their faces in place. Playing on a relatively old PC, aside from one crash and a few amusing bugs, I’ve been mostly fine. I’ve just been playing a game that feels equally elderly.This is sometimes less of a criticism than it sounds. There is a definite pleasure to be had in simple run-and-gun missions where you shoot very similar looking people over and over again and pick a path between waypoints. The shooting often feels good, and while it’s a bit of a swizz to have to drive to and from each mission, the cars have a nice fishtaily looseness to them that can, at times, invoke the Valium-tinged glory of the Driver games. (The airborne craft are less fun because they have less character.)Driving between missions … MindsEye. Photograph: Build A Rocket Boy/IOI PartnersAnd for a game that has thought a lot about the point at which AI takes over, the in-game AI around me wasn’t in danger of taking over anything. When I handed over control of my car to the game while tailing an enemy, having been told I should try not to be spotted, the game made sure our bumpers kissed at every intersection. The streets of this particular open world are filled with amusingly unskilled AI drivers. I’d frequently arrive at traffic lights to be greeted by a recent pile-up, so delighted by the off-screen collisions that had scattered road cones and Dumpsters across my path that I almost always stopped to investigate.I even enjoyed the plot’s hokeyness, which features lines such as: “Your DNA has been altered since we last met!” Has it, though? Even so, I became increasingly aware that clever people had spent a good chunk of their working lives making this game. I don’t think they intended to cast me as what is in essence a Deliveroo bullet courier for an off-brand Elon Musk. Or to drop me into an open world that feels thin not because it lacks mission icons and fishing mini-games, but because it’s devoid of convincing human detail.I suspect the problem may actually be a thematically resonant one: a reckless kind of ambition. When I dropped into the level editor I found a tool that’s astonishingly rich and complex, but which also requires a lot of time and effort if you want to make anything really special in it. This is for the mega-fans, surely, the point-one percent. It must have taken serious time to build, and to do all that alongside a campaign (one that tries, at least, to vary things now and then with stealth, trailing and sniper sections) is the kind of endeavour that requires a real megacorp behind it.MindsEye is an oddity. For all its failings, I rarely disliked playing it, and yet it’s also difficult to sincerely recommend. Its ideas, its moment-to-moment action and narrative are so thinly conceived that it barely exists. And yet: I’m kind of happy that it does. MindsEye is out now; £54.99

Casa Morena | © Fernando Guerra / FG+SG In the coastal enclave of Lagos, Portugal, Mário Martins Atelier has crafted Casa Morena. This residence quietly asserts itself as an ode to the dialogue between architecture and its natural setting. Completed in 2024, this project demonstrates a considered response to its environment, where the interplay of light, material, and landscape defines a sense of place rather than architectural imposition. Casa Morena Technical Information Architects1-5: Mário Martins Atelier Location: Lagos, Portugal Project Years: 2024 Photographs: © Fernando Guerra / FG+SG A simple house, one that wishes to be discreet and to be influenced by its location, to become a house that is pleasant with thoughtful landscaping. – Mário Martins Atelier Casa Morena Photographs © Fernando Guerra / FG+SG © Fernando Guerra / FG+SG © Fernando Guerra / FG+SG © Fernando Guerra / FG+SG © Fernando Guerra / FG+SG © Fernando Guerra / FG+SG © Fernando Guerra / FG+SG © Fernando Guerra / FG+SG © Fernando Guerra / FG+SG © Fernando Guerra / FG+SG A Contextual Response to Landscape and Light The design of Casa Morena finds its genesis in the site itself, a pine-scented plot overlooking the expanse of a bay. The pine trees, longstanding witnesses to the landscape’s evolution, provide the project’s visual anchor and spatial logic. In a move that both respects and celebrates these natural elements, Mário Martins Atelier structured the house’s reticulated plan to echo the presence of the trees, creating a composition that unfolds as a series of volumes harmonizing with the vertical rhythm of the trunks. The solid base of the house, built from locally sourced schist, emerges directly from the terrain. These robust walls establish a tactile continuity with the ground, their rough textures anchoring the architecture within the landscape. In contrast, the upper volumes of the house adopt a distinctly lighter expression: horizontal planes rendered in white plaster, their smooth surfaces catching and refracting the region’s luminous sun. This duality, earthbound solidity, and aerial lightness establish an architectural narrative rooted in the elemental. Casa Morena Experiential Flow Casa Morena’s spatial arrangement articulates a clear hierarchy of public and private domains. On the ground floor, the house embraces openness and transparency. An expansive entrance hall blurs the threshold inside and out, guiding inhabitants and visitors into a luminous social heart. The lounge, kitchen, and office flow seamlessly into the garden, unified by a continuous glazed façade that invites the outside in. This deliberate porosity extends to a covered terrace, an intermediary space that dissolves the boundary between shelter and exposure. The terrace, framed by the garden’s green canopy and the swimming pool’s long line, becomes a place of repose and contemplation. The pool itself demarcates the transition from a cultivated garden to the looser, more rugged landscape beyond, its linear form echoing the horizon’s expanse. Ascending to the upper floor, the architectural language shifts towards intimacy. The bedrooms, each with direct access to terraces and patios, create secluded zones that still maintain a fluid relationship with the outdoors. A discreet rooftop terrace, accessible from these private quarters, offers a hidden sanctuary where the interplay of views and light remains uninterrupted. Material Tectonics and Environmental Strategy Casa Morena’s material palette is rooted in regional specificity and tactile sensibility. Schist, extracted from the site, is not merely a structural element but a narrative thread linking the building to its geological past. Its earthy warmth and rugged surface provide a counterpoint to the luminous white of the upper volumes, an articulation of contrast that enlivens the building’s silhouette. White, the chromatic signature of the Algarve region, is employed with restraint and nuance. Its reflective qualities intensify the play of shadow and light, a dynamic that shifts with the passing of the day. In this interplay, architecture becomes an instrument for registering the ephemeral, and the environment itself becomes a participant in the spatial drama. Environmental stewardship is also woven into the project’s DNA. Discreetly integrated systems on the roof harness solar energy and manage water resources, extending the house’s commitment to a sustainable coexistence with its setting. Casa Morena Plans Basement | © Mario Martins Atelier Ground Level | © Mario Martins Atelier Upper Level | © Mario Martins Atelier Roof Plan | © Mario Martins Atelier Elevations | © Mario Martins Atelier Casa Morena Image Gallery About Mário Martins Atelier Mário Martins Atelier is an architectural studio based in Lagos and Lisbon, Portugal, led by Mário Martins. The practice is known for its context-sensitive approach, crafting contemporary projects seamlessly integrating with their surroundings while prioritizing regional materials and environmental considerations. Credits and Additional Notes Lead Architect: Mário Martins, arq. Project Team: Nuno Colaço, Sónia Fialho, Susana Jóia, Mariana Franco, Ana Graça Engineering: Nuno Grave Engenharia Landscape: HB-Hipolito Bettencourt – Arquitectura Paisagista, Lda. Building Contractor: Marques Antunes Engenharia Lda.

As President Donald Trump kicked off a birthday military parade on the streets of Washington, DC, what’s estimated as roughly 2,000 events were held across the US and beyond — protesting Trump and Elon Musk’s evisceration of government services, an unprecedented crackdown by Immigration and Customs Enforcement (ICE), and countless other actions from the administration in its first five months. Held under the title “No Kings” (with, as you’ll see, one conspicuous exception), they’re the latest in several mass protests, following April’s Hands Off events and a wave of Tesla Takedown demonstrations in March.As The Verge’s Tina Nguyen went to downtown DC, we also sent reporters to No Kings demonstrations spanning the country, plus a “No Tyrants” event in the UK. How would they unfold after promises of “very heavy force” against protesters in the capital, after the deployment of thousands of military troops in a move a judge has bluntly called illegal, and after promises to “liberate” the city of Los Angeles from its “burdensome leadership” by local elected officials? What about the overnight killing of a Minnesota Democratic state representative and her husband, and the shooting of a Democratic state senator and his wife?The answer, at the events we attended, was fairly calmly — even against a backdrop of chaos.Downtown Los Angeles, CaliforniaAn inflatable baby Donald Trump, dressed in a diaper, hovered over throngs of people rallying outside of Los Angeles City Hall. Demonstrators outnumbered clumps of California National Guard members in fatigues posted up along sidewalks. “Go home to your families, we don’t need you in our streets,” one young person wearing a long braid down her back tells them while marching past. “Trump come catch these hands foo!” the back of her sign reads. I can’t see what the front says, but I can tell there’s an empty bag of Cheetos pasted to it.The big baby joins the march, floating through the streets of Downtown LA over demonstrators. A flatbed truck rolls ahead of it, the band — maybe LA’s own Ozomatli? — singing “We don’t like Trump” to the tune of “We Want The Funk.” Ducking inside Grand Central Market from the march, I talk to Puck and Twinkle Toes — two demonstrators in line for the public restrooms. Twinkle Toes tells me she’s part of an activist clown collective called Imp and Circumstance, wearing pink and white clown makeup and a striped pink and white bow wrapped around a loose hair bun atop her head. She’s here exercising her right to free speech, she says. Demonstrators in Los Angeles marched alongside an inflatable Donald Trump baby dressed in a diaper.“The more people that are out here, the more we know that this is not okay. That we don’t want an autocrat. We want democracy,” Puck tells me, adding that the Pride March in Hollywood last weekend was “nothing but love and sunshine” despite protests and burning driverless cars making headlines in downtown. “The news tries to make you think all of LA is rioting. It’s not.” Puck says.Back out on the streets, a young man quickly writes “Fuck ICE” on a black wall with white spray paint before a group of older demonstrators wearing floppy hats shushes him away — warning him that tagging will only attract more law enforcement.Further along, another older man with tufts of white hair sticking out under his Lakers cap walks stiffly and slowly along under the summer sun. A Mexican flag draped across his shoulders, he crosses Hope Street. A young man wearing a Nike cap makes his way over to ask if he wants water; the old man accepts a bottle and keeps walking without stopping. The march has looped around downtown, and is coming to an end back at City Hall. As I make my way to my bus stop, a line of police vehicles — sirens blasting — whizzes past me, back toward the crowd still gathering around City Hall.The Los Angeles Police Department issued a dispersal order for parts of downtown Los Angeles later in the afternoon, citing people “throwing rocks, bricks, bottles and other objects.” Law enforcement reportedly cleared crowds using gas, and the LAPD authorized the use of “less lethal” force.— Justine CalmaPortland, OregonFour different “No Kings” protests in the greater Portland area on Saturday drew massive crowds of tens of thousands across the city. Various activists, government officials, and representatives for politicians spoke at the rallies, which also featured music and live performances. (One advertised free drag shows.) Protesters of all ages came with dogs, strollers, flags, banners, and hand-made signs. At the downtown waterfront, some tourist boats appeared to still be departing, but the bike rental stand (which also sells ice cream) was closed for the day with a hand-lettered explanation reading “No crowns, no thrones, no kings” and “Americans against oligarchy.” Women appearing to be organizers passed out free American flags; many attendees came with their own American flags modified to fly upside down. Most protesters brought signs expressing a wide range of sentiments on the theme of “No Kings.” Some signs were surprisingly verbose (“If the founders wanted a unitary executive (a king) we’d all still be British”) while others were more succinct (“Sic semper tyrannis”). Others opted for simple images, such as a picture of a crown crossed out, or — less frequently — a guillotine. Image: Sarah JeongThe waterfront park area was filled with people from the shoreline to the curb of the nearest street, where protesters held up signs to passing cars that honked in approval. The honking of a passing fire truck sent the crowd into an uproarious cheer. Portland is about a thousand miles from the border with Mexico, but the flag of its distant neighbor nation has emerged as protest iconography in solidarity with Los Angeles. The rainbow pride flag was flown as often as the Mexican flag. Military veterans were scattered throughout the crowd, some identifying themselves as having seen action in conflicts spanning from Vietnam to Afghanistan. Emanuel, an Air Force veteran, told me that he had turned out in defense of the constitution and due process, saying, “Nobody has any rights if one person doesn’t have any rights.” Image: Sarah JeongAnger was directed at ICE and the mass deportations all throughout the day, in signage, in chants, and in rally speeches. The previous night, about 150 people protested at a local ICE facility — coincidentally located by the Tesla dealership — a mile south of downtown, near a highway exit. The ICE facility protests, which have been continuous for some days, have been steadily building up. A couple of “No Kings” signs were present on Friday. (The following day, a handful of “Chinga la migra” signs would show up at the “No Kings” protests). Demonstrators stood on the curb urging passing cars to “Honk if you hate fascists,” successfully eliciting car horns every few seconds, including some from a pristine white Tesla. Federal law enforcement in camo and helmets, their faces obscured, maced and shot at protesters with pepper balls, targeting them through the gates and sniping at them from the rooftop of the building. A handful of protesters — many wearing gas masks and respirators — formed phalanx formations in the driveway, wielding umbrellas and handmade shields. On Saturday, a speaker at one of the “No Kings” rallies advertised the occupation of the ICE facility, saying, “We’re a sanctuary city.” The crowd — replete with American flags both upside down and right side up — cheered. — Sarah JeongNew Port Richey, FloridaNearly every intersection on Pasco County’s State Road 54 looks the same: a cross-section of strip malls, each anchored by a Walmart or Target or Publix, surrounded by a mix of restaurants, nail salons, and gas stations. It’s not an environment that is particularly conducive to protests, but hundreds of people turned out in humid, 90-plus degree weather anyway. The overall size of the crowd is hard to determine, but it’s larger than I — and other attendees — anticipated, given the local demographics. (Trump won 61 percent of the vote in Pasco County in 2024.) New Port Richey, FL. Image: Gaby Del ValleEveryone is on the sidewalk; an organizer with a megaphone tells people to use crosswalks if they’re going to attempt to brave the six-lane highway. Two days earlier, Governor Ron DeSantis said Floridians could legally run over protesters on the street if they feel “threatened.” New Port Richey, FL. Image: Gaby Del ValleSo far, most drivers seem friendly. There are lots of supportive honks. One woman rolls down her window and thanks the protesters. “I love you! I wish I could be with you, but I have to work today!” she yells as she drives away. Not everyone is amenable. A man in a MAGA hat marches through the crowd waving a “thin green line” flag and yelling “long live the king!” as people in the crowd call him a traitor. A pickup truck drives by blasting “Ice Ice Baby,” waving another pro-law enforcement flag. The protesters have flags, too: American flags large and small, some upside down; Mexican; Ukrainian; Palestinian; Canadian; different configurations of pride and trans flags. Their signs, like their flags, illustrate their diverse reasons for attending: opposition to Trump’s “big beautiful” funding bill, DOGE’s budget cuts, and ICE arrests; support for immigrants, government workers, and Palestinians. One woman wears an inflatable chicken suit. Her friend pulls an effigy of Trump — dressed to look both like an eighteenth-century monarch, a taco, and a chicken — alongside her.New Port Richey, FL. Image: Gaby Del ValleMost of the demonstrators are on the older side, but there are people of all ages in attendance. “I thought it was going to be maybe 20 people with a couple of signs,” Abby, 24, says, adding that she’s pleasantly surprised at both the turnout and the fact that most of the protesters are of retirement age. Abe, 20, tells me this is his first protest. Holding a sign that says “ICE = GESTAPO,” he tells me he came out to support a friend who is Mexican. Three teenagers walk by with signs expressing support for immigrants: “While Trump destroys America, we built it.” “Trump: 3 felonies. My parents: 0.” As I drive away, I notice nine counter-protesters off to the side, around the corner from the main event. They wave their own flags, but the demonstrators seemingly pay them no mind.— Gaby Del ValleHistoric Filipinotown, Los AngelesWearing a camo baseball cap — “Desert Storm Veteran” emblazoned on the front — Joe Arciaga greets a crowd of about 100 people in Los Angeles’ Historic Filipinotown around 9:00AM.“Good morning everyone, are you ready for some beautiful trouble?” Arciaga says into the megaphone, an American flag bandana wrapped around his wrist. The faces of Filipino labor leaders Philip Vera Cruz and Larry Itliong, who organized farm workers alongside Cesar Chavez, peer over his shoulders from a mural that lines the length of Unidad Park where Arciaga and a group called Lakas Collective helped organize this neighborhood No Kings rally. “I’m a Desert Storm veteran, and I’m a father of three and a grandfather of three, and I want to work for a future where democracy is upheld, due process, civil rights, the preservation of the rule of law — That’s all I want. I’m not a billionaire, I’m just a regular Joe, right?”, he tells The Verge.Joe Arciaga speaks to people at a rally in Historic Filipinotown, Los Angeles. Image: Justine Calma“I am mad as hell,” he says, when I ask him about the Army 250th anniversary parade Donald Trump has organized in Washington, DC coinciding with the president’s birthday. “The guy does not deserve to be honored, he’s a draft dodger, right?” Arciaga says. He’s “livid” that the President and DOGE have fired veterans working for federal agencies and slashed VA staff.Arciaga organizes the crowd into two lines that file out of the park to stand along Beverly Blvd., one of the main drags through LA. Arciaga has deputized a handful of attendees with security or medical experience with whistles to serve as “marshals” tasked with flagging and de-escalating any potentially risky situation that might arise. Johneric Concordia, one of the co-founders of the popular The Park’s Finest barbecue joint in the neighborhood, is MCing out on Beverly Blvd. He and Arciaga direct people onto the sidewalks and off the asphalt as honking cars zip by. In between chants of “No hate! No fear! Immigrants are welcome here!” and rap songs from LA artist Bambu that Concordia plays from a speaker, Concordia hypes up the organizers. “Who’s cool? Joe’s cool?” He spits into the microphone connected to his speaker. “Who’s streets? Our streets!” the crowd cheers. An hour later, a man sitting at a red light in a black Prius rolls down his window. “Go home!” he yells from the intersection. “Take your Mexican flag and go home!”The crowd mostly ignores him. One attendee on the corner holds up his “No Kings” sign to the Prius without turning his head to look at him. A few minutes later, a jogger in a blue t-shirt raises his fist as he passes the crowd. “Fuck yeah guys,” he says to cheers.By 10AM, the neighborhood event is coming to a close. Demonstrators start to trickle away, some fanning out to other rallies planned across LA today. Concordia is heading out too, microphone and speaker still in hand, “If you’re headed to downtown, watch out for suspicious crew cuts!” — Justine CalmaSan Francisco, California1/10Most of the crowd trickled out after 2pm, which was the scheduled end time of the protest, but hundreds stayed in the area. Image: Vjeran PavicLondon, UKLondon’s protest was a little different than most: it was almost entirely bereft of “No Kings” signs, thanks to the fact that about two miles away much larger crowds were gathered to celebrate the official birthday of one King Charles III. “We don’t have anything against King Charles,” Alyssa, a member of organizers Indivisible London, told me. And so, “out of respect for our host country as immigrants,” they instead set up shop in front of the US embassy with a tweaked message: “No kings, no crowns” became “no tyrants, no clowns.” London, UK. Image: Dominic PrestonOf the hundreds gathered, not everyone got the memo, with a few painted signs decrying kings and crowns regardless, and one brave Brit brandishing a bit of cardboard with a simple message: “Our king is better than yours!”London, UK. Image: Dominic PrestonStill, most of the crowd were on board, with red noses, clown suits, and Pennywise masks dotted throughout, plus costumes ranging from tacos to Roman emperors. “I think tyrants is the better word, and that’s why I dressed up as Caesar, because he was the original,” says Anna, a Long Island native who’s lived in London for three years. “Nobody likes a tyrant. Nobody. And they don’t do well, historically, but they destroy a lot.”For 90 minutes or so the crowd — predominantly American, judging by the accents around me — leaned into the circus theme. Speakers shared the stage with performers, from a comic singalong of anti-Trump protest songs to a protracted pantomime in which a woman in a banana costume exhorted the crowd to pelt a Donald Trump impersonator with fresh peels. London, UK. Image: Dominic PrestonDuring a break in festivities, Alyssa told the crowd, “The most threatening sound to an oligarch is laughter.”— Dominic PrestonProspect Park, Brooklyn, New YorkThe No Kings protest at Brooklyn’s Grand Army Plaza was a calmer affair. Instead of gathering under the picturesque memorial arch, protesters were largely sequestered to a corner right outside Prospect Park, with some streets blocked off by police. The weekly farmers market was in full swing, meaning people cradling bundles of rhubarb were swerving in and out of protest signs that read things like, “Hating Donald Trump is Brat” and “Is it time to get out the pitch forks?” Like during the Hands Off protest in April, New York got rain on Saturday.Prospect Park, Brooklyn. Image: Mia SatoThe area where protesters were gathered made it difficult to count the crowd, but there were hundreds — perhaps a few thousand — people that streamed in and out. At one point, some protesters began marching down the street alongside Prospect Park, while others stayed at Grand Army Plaza to chant, cheer, and hold signs up at oncoming vehicles. With its proximity to the public library, the park, and densely populated neighborhoods, the massive intersection is a high-foot traffic area. Cars blared their horns as they passed, American flags waving in the chilly afternoon breeze.Jane, a Brooklyn resident who stood on the curb opposite the protesters, said she isn’t typically someone who comes out to actions like this: before the No Kings event, she had only ever been to one protest, the Women’s March. (Jane asked that The Verge use her first name only.) Prospect Park, Brooklyn. Image: Mia Sato“I’m deeply concerned about our country,” Jane said, pausing as a long stream of trucks and cars honked continuously in support of the protesters in the background. “I think Trump is behaving as an authoritarian. We’ve seen in Russia, in Hungary, in Hong Kong, that the slide from freedom to not freedom is very fast and very quick if people do not make their voices heard,” Jane said. “I’m concerned that that’s what’s happening in the United States.” Jane also cited cuts to Medicaid and funding for academic research as well as tariffs as being “unacceptable.”Prospect Park, Brooklyn. Image: Mia SatoThe event was peaceful — there were lots of kids present — and people were in good spirits despite the rain. Protest signs ran the gamut from general anti-Trump slogans (“I trust light tampons more than this administration”) to New York City-specific causes like “Andrew Cuomo can’t read” (there is a contenious mayoral election this month). One sign read, “Fix your hearts or die,” an iconic line from the late director, David Lynch’s, Twin Peaks: The Return. And of course, amid nationwide immigration raids that have been escalated by the involvement of the federal government, ICE was top of mind: one sign simply read, “Melt ICE,” and another protester held a large “NO ICE IN NYC” sign. Though it was smaller and more contained than other events, the protest didn’t lack conviction: attendees of all ages stood in the cold rain, chanting and blowing into vuvuzela, banging the lids of pots and pans. At one point a man stood on the median on the street, leading the group in chants of “No justice, no peace.” Cars laid on the horn as they drove by.— Mia SatoAkron, OhioIt’s been raining pretty hard the last few days in Akron, OH, so much that I didn’t think there’d be a large turnout for our chapter of the No Kings protest. But I was emphatically proven wrong as the crowds I saw dwarfed the Tesla Takedown protests last month. Officially, the protest was to take place in front of the John F. Seiberling Federal Building on Main Street in Downtown Akron. But the concentration of people spilled over from that small space down Main Street and up Market Street. All told, though there were no official counts, I estimate somewhere between 500 to 900 people in this blue enclave in Northeast Ohio.The mood was exuberant, buoyed by supporters who honked their horns as they passed. The chorus of horns was nonstop, and when a sanitation truck honked as it went by, cheers got louder. The chants the crowds were singing took on a local flare. Ohio is the home of the Ohio State Buckeyes and anywhere you go, shout “O-H” and you’ll invariably get an “I-O” response. The crowds used that convention to make their own chant, “OH-IO, Donald Trump has got to go.”There was no police presence here and the crowd was very good at policing itself. Ostensibly out of concern for the incidents where people have rammed their cars into protestor crowds, the people here have taken up crossing guard duties, aiding folks who wish to cross Main or Market Streets. Toward the end of my time at the protest, I saw an older gentleman wearing Kent State gear and holding a sign that read, “Remember another time the National Guard was called in?” His sign featured a drawing of the famous photo from the event in which four Kent State students during a protest of the Vietnam War were killed by National Guard troops. I caught up with him to ask him some questions and he told me his name was Chuck Ayers, a professional cartoonist, and was present at the shooting. Akron, OH. Image: Ash Parrish“When I saw the National Guard in front of the federal building in LA,” he told me, “It was just another flashback.”He did not tell me this at the time, but Ayers is a nationally recognized cartoonist, noted for co-creating the comic strip Crankshaft. He’s lived in Ohio his entire life and of course, drew that sign himself. As he was telling me about how seeing news of the National Guard being deployed in LA, I could see him strain to hold back his emotions. He said it still hurts to see this 55 years later, but that he was heartened to see so many people standing here in community and solidarity. He also said that given his pain and trauma he almost didn’t come. When I asked why he showed up when it so obviously causes him pain he said simply, “Because I have to.”— Ash ParrishOneonta, New YorkOn a northward drive to Oneonta — population roughly 15,000, the largest city in New York’s mainly rural Otsego County — one of the most prominent landmarks is a sprawling barn splashed in huge, painted block letters with TRUMP 2024. (The final digits have been faithfully updated every election since 2016.) It’s Trump country, but not uniformly Trumpy country, as evidenced by what I estimated as a hundreds-strong crowd gathered in a field just below Main Street that came together with a friendly county-fair atmosphere. Kids sat on their parents’ shoulders; American flags fluttered next to signs with slogans like SHADE NEVER MADE ANYONE LESS GAY, and attendees grumbled persistently about the event’s feeble sound system, set up on the bed of a pickup truck. It was the kind of conspicuously patriotic, far-from-urban protest that the Trump administration has all but insisted doesn’t exist.Image: Adi RobertsonBeyond a general condemnation of Trump, protest signs repped the same issues being denounced across the country. The wars in Gaza and Ukraine made an appearance, as did Elon Musk and Tesla. A couple of people called out funding cuts for organizations like NPR, one neatly lettered sign reminded us that WEATHER FORECASTING SAVES LIVES, another warned “Keep your nasty little hands off Social Security,” and a lot — unsurprisingly, given the past week’s events — attacked mass deportations and ICE. An attendee who identified himself as Bill, standing behind a placard that blocked most of him from sight, laid out his anger at the administration’s gutting of the Environmental Protection Agency. “I think if it was not for protests, there would be no change,” he told me.The event itself, supported by a coalition including the local chapter of Indivisible, highlighted topics like reproductive justice and LGBTQ rights alongside issues for groups often stereotyped as Republican blocs — there was a speech about Department of Veterans Affairs cuts and a representative from the local Office for the Aging (whose words were mostly lost to the sound system’s whims). Rules for a march around the modest downtown were laid out: no blocking pedestrians or vehicles, and for the sake of families doing weekend shopping, watch the language. “Fuck!” one person yelled indistinctly from the audience. “No, no,” the event’s emcee chided gently. The philosophy, as she put it, was one of persuasion. “We want to build the resistance, not make people angry at us.”Image: Adi RobertsonBut even in a place that will almost certainly never see a National Guard deployment or the ire of a Truth Social post, the Trump administration’s brutal deportation program had just hit close to home. Only hours before the protest commenced, ICE agents were recorded handcuffing a man and removing him in an unmarked black car — detaining what was reportedly a legal resident seeking asylum from Venezuela. The mayor of Oneonta, Mark Drnek, relayed the news to the crowd. “ICE! We see you!” boomed Drnek from the truckbed. “We recognize you for what you are, and we understand, and we reject your vile purpose.”The crowd cheered furiously. The stars and stripes waved.- Adi RobertsonSee More: Policy

To this day, Jaws remains the best example of Steven Spielberg‘s genius as a filmmaker. He somehow took a middling pulp novel about a killer shark and turned it into a thrilling adventure about masculinity and economic desperation. And to the surprise of no one, the massive success of Jaws spawned a lot of knockoffs, a glut of movies about animals terrorizing communities. None of these reach the majesty of Jaws, of course. But here’s the thing—none of them had to be Jaws. Sure, it’s nice that Spielberg’s film has impeccably designed set pieces and compelling characters, but that’s not the main reason people go to animal attack movies. We really just want to watch people get attacked. And eaten. With such standards duly lowered, let’s take a look at the best animal attack movies that came out in the past half-century since Jaws first scared us out of the water. Of course this list doesn’t cover every movie inspired by Jaws ( for example Godzilla Minus One, which devotes its middle act to a wonderful Jaws riff), and some can argue that these movies were less inspired by Jaws than other nature revolts features, such as Alfred Hitchcock‘s The Birds. But every one of these flicks owes a debt to Jaws, either in inspiration or simply getting people interested in movies about animals eating people. Those warning aside, lets make like drunken revelers on Amity Island and dive right in! 20. Sharknado (2013) Sharknado almost doesn’t belong on this list because it’s less a movie and more of a meme, a precursor to Vines and TikTok trends. Yes, many fantastic movies have been made off of an incredibly high concept and a painfully low budget. Heck, that approach made Roger Corman’s career. But Sharknado‘s high concept—a tornado sweeps over the ocean and launches ravenous sharks into the mainland—comes with a self-satisfied smirk. Somehow, Sharknado managed to capture the imagination of the public, making it popular enough to launch five sequels. At the time, viewers defended it as a so bad it’s good-style movie like The Room. But today Sharknado‘s obvious attempts to be wacky are just bad, making the franchise one more embarrassing trend, ready to be forgotten. 19. Orca (1977) For a long time, Orca had a reputation for being the most obvious Jaws ripoff, and with good reason—Italian producer Dino De Laurentiis, who would go on to support Flash Gordon, Manhunter, and truly launch David Lynch‘s career with Blue Velvet, wanted his own version of the Spielberg hit. On paper he had all the right ingredients, including a great cast with Richard Harris and Charlotte Rampling, and another oceanic threat, this time a killer whale. Orca boasts some impressive underwater cinematography, something that even Jaws largely lacks. But that’s the one thing Orca does better than Jaws. Everything else—character-building, suspense and scare scenes, basic plotting and storytelling—is done in such a haphazard manner that Orca plays more like an early mockbuster from the Asylum production company (makers of Sharknado) than it does a product from a future Hollywood player. 18. Tentacles (1977) Another Italian cheapie riding off the success of Jaws, Tentacles at least manages to be fun in its ineptitude. A giant octopus feature, Tentacles is directed by Ovidio G. Assonitis, a man whose greatest claim to fame is that he annoyed first-time director James Cameron so much on Piranha II: The Spawning that he activated the future legend’s infamous refusal to compromise with studios and producers. Tentacles somehow has a pretty impressive cast, including John Huston, Shelly Winters, and Henry Fonda all picking up paychecks. None of them really do any hard work in Tentacles, but there’s something fun about watching these greats shake the the octopus limbs that are supposed to be attacking them, as if they’re in an Ed Wood picture. 17. Kingdom of the Spiders (1977) Spielberg famously couldn’t get his mechanical shark to work, a happy accident that he overcame with incredibly tense scenes that merely suggested the monster’s presence. For his arachnids on the forgotten movie Kingdom of the Spiders, director John “Bud” Cardos has an even more formative tool to make up for the lack of effects magic: William Shatner. Shatner plays Rack Hansen, a veterinarian who discovers that the overuse of pesticides has killed off smaller insects and forced the tarantula population to seek larger prey, including humans. These types of ecological messages are common among creature features of the late ’70s, and they usually clang with hollow self-righteousness. But in Kingdom of the Spiders, Shatner delivers his lines with such blown out conviction that we enjoy his bluster, even if we don’t quite buy it. 16. The Meg (2018) The idea of Jason Statham fighting a giant prehistoric shark is an idea so awesome, it’s shocking that his character from Spy didn’t already pitch it. And The Meg certainly does deliver when Statham’s character does commit to battle with the creature in the movie’s climax. The problem is that moment of absurd heroism comes only after a lot of long sappy nonsense. Join our mailing list Get the best of Den of Geek delivered right to your inbox! It’s hard to figure out who is to blame for The Meg‘s failure. Director Jon Turteltaub hails from well-remembered Disney classics Cool Runnings and National Treasure. But too often he forgets how to pace an adventure film and gives into his most saccharine instincts here. One of the many Chinese/Hollywood co-produced blockbusters of the 2010s, The Meg also suffers from trying to innocuously please too wide an audience. Whatever the source, The Meg only fleetingly delivers on the promise of big time peril, wasting too much time on thin character beats. 15. Lake Placid (1999) I know already some people reading this are taking exception to Lake Placid‘s low ranking, complaining that this list isn’t showing enough respect to what they consider a zippy, irreverent take on a creature feature, one written by Ally McBeal creator David E. Kelley and co-starring Betty White. To those people, I can only say, “Please rewatch Lake Placid and then consider its ranking.” Lake Placid certainly has its fun moments, helped along by White as a kindly grandmother who keeps feeding a giant croc, Bill Pullman as a dumbfounded simple sheriff, and Oliver Platt as a rich adventurer. Their various one-liners are a pleasure to remember. But within the context of a movie stuffed with late ’90s irony, the constant snark gets tiresome, sapping out all the fun of a killer crocodile film. 14. Open Water (2003) Like Sharknado, Open Water had its fans for a few years but has fallen in most moviegoers’ esteem. Unlike Sharknado, Open Water is a real movie, just one that can’t sustain its premise for its entire runtime. Writer and director Chris Kentis draws inspiration from a real-life story about a husband and wife who were accidentally abandoned in the middle of the ocean by their scuba excursion group. The same thing happens to the movie’s Susan Watkins (Blanchard Ryan) and Daniel Travis (Daniel Kintner), who respond to their predicament by airing out their relationship grievances, even as sharks start to surround them. Kentis commits to the reality of the couple’s bleak situation, which sets Open Water apart from the thrill-a-minute movies that mostly make up this list. But even with some shocking set pieces, Open Water feels too much like being stuck in car with a couple who hates each other and not enough like a shark attack thriller. 13. Eaten Alive (1976) Spielberg’s artful execution of Jaws led many of the filmmakers who followed to attempt some semblance of character development and prestige, even if done without enthusiasm (see: Orca). Not so with Tobe Hooper, who followed up the genre-defining The Texas Chainsaw Massacre with Eaten Alive. Then again, Hooper draws just as much from Psycho as he does Jaws. Neville Brand plays Judd, the proprietor of a sleazy hotel on the bayou where slimy yokels do horrible things to one another. Amity Island, this is not. But when one of the visitors annoy Judd, he feeds them to the pet croc kept in the back. Eaten Alive is a nasty bit of work, but like most of Hooper’s oeuvre, it’s a lot of fun. 12. Prophecy (1979) Directed by John Frankenheimer of The Manchurian Candidate and Grand Prix fame, Prophecy is easily the best of the more high-minded animal attack movies that followed Jaws. This landlocked film, written by David Seltzer, stars Robert Foxworth as Dr. Robert Verne, a veterinarian hired by the EPA to investigate bear attacks against loggers on a mountain in Maine. Along with his wife Maggie (Talia Shire), Verne finds himself thrown into a conflict between the mining company and the local Indigenous population who resist them. Prophecy drips with an American hippy mentality that reads as pretty conservative today (“your body, your choice” one of Maggie’s friends tells her… to urge her against getting an abortion), making its depictions of Native people, including the leader played by Italian American actor Armand Assante, pretty embarrassing. But there is a mutant bear on the loose and Frankenheimer knows how to stage an exciting sequence, which makes Prophecy a worthwhile watch. 11. Piranha 3D (2010) Piranha 3D begins with a denim-wearing fisherman named Matt, played by Richard Dreyfuss no less, falling into the water and immediately getting devoured by the titular flesh-eaters. This weird nod to Matt Hooper and Jaws instead of Joe Dante’s Piranha, the movie Piranha 3D is supposed to be remaking, is just one of the many oddities at play yhere. Screenwriters Pete Goldfinger and Josh Stolberg have some of the wacky energy and social satire of the original film, but director Alexandre Aja, a veteran of the French Extreme movement, includes so much nastiness in Piranha 3D that we’re not sure if we want to laugh or throw up. Still, there’s no denying the power of Piranha 3D‘s set pieces, including a shocking sequence in which the titular beasties attack an MTV/Girls Gone Wild Spring Break party and chaos ensues. Furthermore, Piranha 3D benefits from a strong cast, which includes Elizabeth Shue, Adam Scott, and Ving Rhames. 10. Anaconda (1997) With its many scenes involving an animal attacking a ragtag group on a boat, Anaconda clearly owes a debt to Jaws. However, with its corny characters and shoddy late ’90s CGI, Anaconda feels today less like a Jaws knockoff and more like a forerunner to Sharknado and the boom of lazy Syfy and Redbox horror movies that followed. Whatever its influences and legacy, there’s no denying that Anaconda is, itself, a pretty fun movie. Giant snakes make for good movie monsters, and the special effects have become dated in a way that feels charming. Moreover, Anaconda boasts a enjoyably unlikely cast, including Eric Stoltz as a scientist, Owen Wilson and Ice Cube as members of a documentary crew, and Jon Voight as what might be the most unhinged character of his career, second only to his crossbow enthusiast from Megalopolis. 9. The Shallows (2016) The Shallows isn’t the highest-ranking shark attack movie on this list but it’s definitely the most frightening shark attack thriller since Jaws. That’s high praise, indeed, but The Shallows benefits from a lean and mean premise and clear direction by Jaume Collet-Serra, who has made some solid modern thrillers. The Shallows focuses almost entirely on med student Nancy Adams (Blake Lively), who gets caught far from shore after the tide comes in and is hunted by a shark. A lot of the pleasure of The Shallows comes from seeing how Collet-Serra and screenwriter Anthony Jaswinski avoid the problems that plague many of the movies on this list. Adams is an incredibly competent character, and we pull for her even after the mistake that leaves her stranded. Moreover, The Shallows perfectly balances thrill sequences with character moments, making for one of the more well-rounded creature features of the past decade. 8. Razorback (1984) Jaws, of course, has a fantastic opening scene, a thrilling sequence in which the shark kills a drunken skinny dipper. Of the movies on this list, only Razorback comes close to matching the original’s power, and it does so because director Russell Mulcahy, who would make Highlander next, goes for glossy absurdity. In the Razorback‘s first three minutes, a hulking wild boar smashes through the rural home of an elderly man in the Australian outback, carrying away his young grandson. Over the sounds of a synth score, the old man stumbles away from his now-burning house, screaming up into the sky. Sadly, the rest of Razorback cannot top that moment. Mulcahy directs the picture with lots of glossy style, while retaining the grit of the Australian New Wave movement. But budget restrictions keep the titular beast from really looking as cool as one would hope, and the movie’s loud, crazy tone can’t rely on Jaws-like power of suggestion. 7. Crawl (2019) Alexandre Aja’s second movie on this list earns its high rank precisely because it does away with the tonal inconsistencies that plagued Piranha 3D and leans into what the French filmmaker does so well: slicked down and mean horror. Set in the middle of a Florida hurricane, Crawl stars Kaya Scodelario as competitive swimmer Haley and always-welcome character actor Barry Pepper as her father Dave, who get trapped in a flooding basement that’s menaced by alligators. Yet as grimy as Crawl can get, Aja also executes the strong character work in the script by Michael Rasmussen and Shawn Rasmussen. Dave and Haley are real people, not just gator-bait, making their peril feel all the more real, and their triumphs all the sweeter. 6. Piranha (1978) Piranha is the only entry on this list to get a seal of approval from Stephen Spielberg himself, who not only praised the movie, even as Universal Pictures planned to sue the production, but also got director Joe Dante to later helm Gremlins. It’s not hard to see why Piranha charmed Spielberg, a man who loves wacky comedy. Dante’s Looney Tunes approach is on full display in some of the movie’s best set pieces. But Piranha is special because it also comes from legendary screenwriter John Sayles, who infuses the story with social satire and cynicism that somehow blends with Dante’s approach. The result is a film about piranha developed by the U.S. military to kill the Vietnamese getting unleashed into an American river and making their way to a children’s summer camp, a horrifying idea that Dante turns into good clean fun. 5. Slugs (1988) If we’re talking about well-made movies, then Slugs belongs way below any of the movies on this list, somewhere around the killer earthworm picture Squirm. But if we’re thinking about pure enjoyable spectacle, it’s hard to top Slugs, a movie about, yes, flesh-eating slugs. Yes, it’s very funny to think about people getting terrorized by creatures that are famous for moving very, very slowly. But Spanish director Juan Piquer Simón, perhaps best known for his equally bugnuts giallo Pieces (1982), pays as little attention to realism as he does to good taste. Slugs is filled with insane and ghastly sequences of killer slugs ending up in unlikely places, swarming the floor of someone’s bedroom or inside a fancy restaurant, and then devouring people, one methodical bite at a time. 4. Deep Blue Sea (1999) When it comes to goofy ’90s CGI action, it’s hard to top Deep Blue Sea, directed by Renny Harlin and featuring sharks with genetically enhanced brains. Deep Blue Sea doesn’t have a strong sense of pacing, it lacks any sort of believable character development, and the effects looked terrible even in 1999. But it’s also the only movie on this list that features LL Cool J as a cool chef who recites a violent version of the 23rd Psalm and almost gets cooked alive in an oven by a genius-level shark. It’s scenes like the oven sequence that makes Deep Blue Sea such a delight, despite its many, many flaws. The movie tries to do the most at every turn, whether that’s clearly reediting the movie in postproduction so that LL Cool J’s chef becomes a central character, stealing the spotlight form intended star Saffron Burrows, or a ridiculous Samuel L. Jackson monologue with a delightfully unexpected climax. 3. Alligator (1980) In many ways, Alligator feels like screenwriter John Sayles’ rejoinder to Piranha. If Joe Dante sanded down Piranha‘s sharp edges with his goofy humor, then Alligator is so filled with mean-spiritedness that no director could dilute it. Not that Lewis Teague, a solid action helmer who we’ll talk about again shortly, would do that. Alligator transports the old adage about gators in the sewers from New York to Chicago where the titular beast, the subject of experiments to increase its size, begins preying on the innocent. And on the not so innocent. Alligator shows no respect for the good or the bad, and the film is filled with scenes of people getting devoured, whether it’s a young boy who becomes a snack during a birthday party prank or an elderly mafioso who tries to abandon his family during the gator’s rampage. 2. Grizzly (1976) Grizzly stands as the greatest of the movies obviously ripping off Jaws precisely because it understands its limitations. It takes what it can from Spielberg’s masterpiece, including the general premise of an animal hunting in a tourist location, and ignores what it can’t pull off, namely three-dimensional characters. This clear-eyed understanding of everyone’s abilities makes Grizzly a lean, mean, and satisfying thriller. Directed by blaxploitation vet William Girdler and written by Harvey Flaxman and David Sheldon, Grizzly stars ’70s low-budget king Christopher George as a park ranger investigating unusually vicious bear attacks on campers. That’s not the richest concept in the world, but Girdler and co. execute their ideas with such precision, and George plays his character with just the right amount of machismo, that Grizzly manages to deliver on everything you want from an animal attack. 1. Cujo (1983) To some modern readers, it might seem absurd to put Cujo on a list of Jaws knockoffs. After all, Stephen King is a franchise unto himself and he certainly doesn’t need another movie’s success to get a greenlight for any of his projects. But you have to remember that Cujo came out in 1983 and was just the third of his works to get adapted theatrically, which makes its Jaws connection more valid. After all, the main section of the film—in which mom (Dee Wallace) and her son Tad (Danny Pintauro) are trapped in their car and menaced by the titular St. Bernard—replicates the isolation on Quint’s fishing vessel, the Orca, better than any other film on this list. However, it’s not just director Lewis Teague’s ability to create tension that puts Cujo at the top. Writers Don Carlos Dunaway and Lauren Currier key into the complicated familial dynamics of King’s story, giving the characters surprising depth. It’s no wonder that Spielberg would cast Wallace as another overwhelmed mom for E.T. The Extraterrestrial the very next year, proving that he still has a soft spot for animal attack movies—even if none of them came close to matching the power of Jaws.

Graduate Student Develops an A.I.-Based Approach to Restore Time-Damaged Artwork to Its Former Glory The method could help bring countless old paintings, currently stored in the back rooms of galleries with limited conservation budgets, to light Scans of the painting retouched with a new technique during various stages in the process. On the right is the restored painting with the applied laminate mask. Courtesy of the researchers via MIT In a contest for jobs requiring the most patience, art restoration might take first place. Traditionally, conservators restore paintings by recreating the artwork’s exact colors to fill in the damage, one spot at a time. Even with the help of X-ray imaging and pigment analyses, several parts of the expensive process, such as the cleaning and retouching, are done by hand, as noted by Artnet’s Jo Lawson-Tancred. Now, a mechanical engineering graduate student at MIT has developed an artificial intelligence-based approach that can achieve a faithful restoration in just hours—instead of months of work. In a paper published Wednesday in the journal Nature, Alex Kachkine describes a new method that applies digital restorations to paintings by placing a thin film on top. If the approach becomes widespread, it could make art restoration more accessible and help bring countless damaged paintings, currently stored in the back rooms of galleries with limited conservation budgets, back to light. The new technique “is a restoration process that saves a lot of time and money, while also being reversible, which some people feel is really important to preserving the underlying character of a piece,” Kachkine tells Nature’s Amanda Heidt. Meet the engineer who invented an AI-powered way to restore art Watch on While filling in damaged areas of a painting would seem like a logical solution to many people, direct retouching raises ethical concerns for modern conservators. That’s because an artwork’s damage is part of its history, and retouching might detract from the painter’s original vision. “For example, instead of removing flaking paint and retouching the painting, a conservator might try to fix the loose paint particles to their original places,” writes Hartmut Kutzke, a chemist at the University of Oslo’s Museum of Cultural History, for Nature News and Views. If retouching is absolutely necessary, he adds, it should be reversible. As such, some institutions have started restoring artwork virtually and presenting the restoration next to the untouched, physical version. Many art lovers might argue, however, that a digital restoration printed out or displayed on a screen doesn’t quite compare to seeing the original painting in its full glory. That’s where Kachkine, who is also an art collector and amateur conservator, comes in. The MIT student has developed a way to apply digital restorations onto a damaged painting. In short, the approach involves using pre-existing A.I. tools to create a digital version of what the freshly painted artwork would have looked like. Based on this reconstruction, Kachkine’s new software assembles a map of the retouches, and their exact colors, necessary to fill the gaps present in the painting today. The map is then printed onto two layers of thin, transparent polymer film—one with colored retouches and one with the same pattern in white—that attach to the painting with conventional varnish. This “mask” aligns the retouches with the gaps while leaving the rest of the artwork visible. “In order to fully reproduce color, you need both white and color ink to get the full spectrum,” Kachkine explains in an MIT statement. “If those two layers are misaligned, that’s very easy to see. So, I also developed a few computational tools, based on what we know of human color perception, to determine how small of a region we can practically align and restore.” The method’s magic lies in the fact that the mask is removable, and the digital file provides a record of the modifications for future conservators to study. Kachkine demonstrated the approach on a 15th-century oil painting in dire need of restoration, by a Dutch artist whose name is now unknown. The retouches were generated by matching the surrounding color, replicating similar patterns visible elsewhere in the painting or copying the artist’s style in other paintings, per Nature News and Views. Overall, the painting’s 5,612 damaged regions were filled with 57,314 different colors in 3.5 hours—66 hours faster than traditional methods would have likely taken. Overview of Physically-Applied Digital Restoration Watch on “It followed years of effort to try to get the method working,” Kachkine tells the Guardian’s Ian Sample. “There was a fair bit of relief that finally this method was able to reconstruct and stitch together the surviving parts of the painting.” The new process still poses ethical considerations, such as whether the applied film disrupts the viewing experience or whether A.I.-generated corrections to the painting are accurate. Additionally, Kutzke writes for Nature News and Views that the effect of the varnish on the painting should be studied more deeply. Still, Kachkine says this technique could help address the large number of damaged artworks that live in storage rooms. “This approach grants greatly increased foresight and flexibility to conservators,” per the study, “enabling the restoration of countless damaged paintings deemed unworthy of high conservation budgets.” Get the latest stories in your inbox every weekday.