Telecom companies last year spent nearly $295 billion in capital expenditures and over $1 trillion in operating expenditures. These large expenses are due in part to laborious manual processes that telcos face when operating networks that require continuous optimizations. For example, telcos must constantly tune network parameters for tasks — such as transferring calls from one network to another or distributing network traffic across multiple servers — based on the time of day, user behavior, mobility and traffic type. These factors directly affect network performance, user experience and energy consumption. To automate these optimization processes and save costs for telcos across the globe, NVIDIA today unveiled at GTC Paris its first AI Blueprint for telco network configuration. At the blueprint’s core are customized large language models trained specifically on telco network data — as well as the full technical and operational architecture for turning the LLMs into an autonomous, goal-driven AI agent for telcos. Automate Network Configuration With the AI Blueprint NVIDIA AI Blueprints — available on build.nvidia.com — are customizable AI workflow examples. They include reference code, documentation and deployment tools that show enterprise developers how to deliver business value with NVIDIA NIM microservices. The AI Blueprint for telco network configuration — built with BubbleRAN 5G solutions and datasets — enables developers, network engineers and telecom providers to automatically optimize the configuration of network parameters using agentic AI. This can streamline operations, reduce costs and significantly improve service quality by embedding continuous learning and adaptability directly into network infrastructures. Traditionally, network configurations required manual intervention or followed rigid rules to adapt to dynamic network conditions. These approaches limited adaptability and increased operational complexities, costs and inefficiencies. The new blueprint helps shift telco operations from relying on static, rules-based systems to operations based on dynamic, AI-driven automation. It enables developers to build advanced, telco-specific AI agents that make real-time, intelligent decisions and autonomously balance trade-offs — such as network speed versus interference, or energy savings versus utilization — without human input. Powered and Deployed by Industry Leaders Trained on 5G data generated by BubbleRAN, and deployed on the BubbleRAN 5G O-RAN platform, the blueprint provides telcos with insight on how to set various parameters to reach performance goals, like achieving a certain bitrate while choosing an acceptable signal-to-noise ratio — a measure that impacts voice quality and thus user experience. With the new AI Blueprint, network engineers can confidently set initial parameter values and update them as demanded by continuous network changes. Norway-based Telenor Group, which serves over 200 million customers globally, is the first telco to integrate the AI Blueprint for telco network configuration as part of its initiative to deploy intelligent, autonomous networks that meet the performance and agility demands of 5G and beyond. “The blueprint is helping us address configuration challenges and enhance quality of service during network installation,” said Knut Fjellheim, chief technology innovation officer at Telenor Maritime. “Implementing it is part of our push toward network automation and follows the successful deployment of agentic AI for real-time network slicing in a private 5G maritime use case.” Industry Partners Deploy Other NVIDIA-Powered Autonomous Network Technologies The AI Blueprint for telco network configuration is just one of many announcements at NVIDIA GTC Paris showcasing how the telecom industry is using agentic AI to make autonomous networks a reality. Beyond the blueprint, leading telecom companies and solutions providers are tapping into NVIDIA accelerated computing, software and microservices to provide breakthrough innovations poised to vastly improve networks and communications services — accelerating the progress to autonomous networks and improving customer experiences. NTT DATA is powering its agentic platform for telcos with NVIDIA accelerated compute and the NVIDIA AI Enterprise software platform. Its first agentic use case is focused on network alarms management, where NVIDIA NIM microservices help automate and power observability, troubleshooting, anomaly detection and resolution with closed loop ticketing. Tata Consultancy Services is delivering agentic AI solutions for telcos built on NVIDIA DGX Cloud and using NVIDIA AI Enterprise to develop, fine-tune and integrate large telco models into AI agent workflows. These range from billing and revenue assurance, autonomous network management to hybrid edge-cloud distributed inference. For example, the company’s anomaly management agentic AI model includes real-time detection and resolution of network anomalies and service performance optimization. This increases business agility and improves operational efficiencies by up to 40% by eliminating human intensive toils, overheads and cross-departmental silos. Prodapt has introduced an autonomous operations workflow for networks, powered by NVIDIA AI Enterprise, that offers agentic AI capabilities to support autonomous telecom networks. AI agents can autonomously monitor networks, detect anomalies in real time, initiate diagnostics, analyze root causes of issues using historical data and correlation techniques, automatically execute corrective actions, and generate, enrich and assign incident tickets through integrated ticketing systems. Accenture announced its new portfolio of agentic AI solutions for telecommunications through its AI Refinery platform, built on NVIDIA AI Enterprise software and accelerated computing. The first available solution, the NOC Agentic App, boosts network operations center tasks by using a generative AI-driven, nonlinear agentic framework to automate processes such as incident and fault management, root cause analysis and configuration planning. Using the Llama 3.1 70B NVIDIA NIM microservice and the AI Refinery Distiller Framework, the NOC Agentic App orchestrates networks of intelligent agents for faster, more efficient decision-making. Infosys is announcing its agentic autonomous operations platform, called Infosys Smart Network Assurance (ISNA), designed to accelerate telecom operators’ journeys toward fully autonomous network operations. ISNA helps address long-standing operational challenges for telcos — such as limited automation and high average time to repair — with an integrated, AI-driven platform that reduces operational costs by up to 40% and shortens fault resolution times by up to 30%. NVIDIA NIM and NeMo microservices enhance the platform’s reasoning and hallucination-detection capabilities, reduce latency and increase accuracy. Get started with the new blueprint today. Learn more about the latest AI advancements for telecom and other industries at NVIDIA GTC Paris, running through Thursday, June 12, at VivaTech, including a keynote from NVIDIA founder and CEO Jensen Huang and a special address from Ronnie Vasishta, senior vice president of telecom at NVIDIA. Plus, hear from industry leaders in a panel session with Orange, Swisscom, Telenor and NVIDIA.

Dandadan follows two eccentric teenagers as they explore the bizarre secrets and myths of the world they inhabit. In their misadventures, Momo and Okarun learn more about one another and become close friends in the process. Their bond is unique, as no one else truly understands or relates to the unorthodox beliefs and interests they have.

The best roguelike games offer a serious but rewarding commitment, inviting you to lose time and time again until you reach new heights. And then you get to repeat the process while retaining knowledge that shapes your future sessions, improving your skills with each subsequent run.The best roguelike games follow the philosophy of randomizing existing game elements and providing a different experience every time you start a new run, with the condition that a game over screen means restarting from scratch. The roguelite distinction is similar, but it involves permanent progression, be it in the form of story, unlockable paths, items, and so on.Our selection of the best roguelike games has something for every player, regardless of platform and subgenre of choice. Our picks intersect with rhythm, deckbuilding, platforming, puzzle, and shooter games, to name a few. The roguelike and roguelite genres keep gaining more ground as pillars for design choices, meaning that some of the games on this list will ring familiar with the selections in our best PS5 games and best PC game lists. You'll also find some overlap with our recommendations for the best indie games to play right now.As the middle of 2025 draws near, choosing the best roguelike games becomes tougher with each passing day. The likes of Nuclear Throne, The Binding of Isaac, and Enter the Gungeon progressively marked their place in the genre years ago. Now, roguelikes and roguelites are in abundance, with game developers coming up with novel spins and pushing the genre forward.Whether you're looking for something more traditional or a unique take on a genre that is brimming with creativity, our best roguelike games list is bound to add a few new experiences to have on your radar. BalatroDeveloper: LocalThunkRelease Date: February 20, 2024Platforms: PlayStation 4, PlayStation 5, Xbox One, Xbox Series X|S, Nintendo Switch, Android, iOS, PCIf you've seen your loved ones spending way too much time on their phones during the past year, it's likely due to LocalThunk's engrossing take on poker. Balatro is deceptively simple: Look at your hand, think of the combination that will net you the most points, and see the numbers go up.As you slowly make your way to tougher levels, gaining additional cards that multiply said score while granting an array of often absurd bonuses, you'll immediately understand the appeal. Balatro is not about poker, nor is it just a roguelike. It's a numbers game where you can rig the rules in your favor. Its challenges are hypnotizing, but once you achieve victory for the first time, it'll take you a while to play anything else. See at Amazon Pacific DriveDeveloper: Ironwood StudiosRelease Date: February 22, 2024Platforms: PlayStation 5, PCPacific Drive is not technically a roguelite, even if it shares quite a few similarities in how you navigate its world, picking up key items and tackling objectives as you escape from weather anomalies from the inside of your car. The Endless Expeditions update, however, does push the game toward that direction.Released on April 3 of this year, Expeditions takes you outside of the campaign and into a randomized map with modifiers and rewards, the latter including cosmetics and unique tools. The trick is that you won't be able to stock up on resources, as you're forced to scavenge and build your inventory from scratch each time.Expeditions only end once you've collected enough anchors on a map. The longer this takes, however, the harder the task will become, with anomalies gearing up in difficulty. If you're looking for an extra challenge or an interesting twist on the Pacific Drive formula, Expeditions is the answer.Fanatical and GameSpot are both owned by Fandom. See at Fanatical Dead CellsDeveloper: Motion TwinRelease Date: August 6, 2018Platforms: PlayStation 4, PlayStation 5, Xbox One, Xbox Series X|S, Nintendo Switch, Android, iOS, PCDead Cells is one of the pioneers of the new wave of roguelites of the past few years. Ever since its conception, developer Motion Twin set out to build an ambitious foundation--prioritizing a breakneck rhythm and flow in movement and attacks, rewarding fast reflexes and improvisation on the spot.The team continued to work on the game over the years, delivering a total of 35 major updates, expanding and ironing out possibly every element inside out. If at some point you think the base game doesn't have enough to offer, there are five DLCs (one of them free), including the Return to Castlevania expansion. As it stands, there might never be another game like Dead Cells, and that's okay. We'll still be playing it for years to come, while also witnessing the team trying out new ideas, such as the co-op roguelite Windblown, which is an early access game to watch. See at Fanatical Deep Rock Galactic: SurvivorDeveloper: Funday GamesRelease Date: February 14, 2024Platforms: PCIf you're a Left 4 Dead 2 fan, chances are that you've heard of Deep Rock Galactic, which takes the structure of the zombie-driven shooter and takes it in a different direction, featuring dwarves in space, alien monsters, and destructible environments. Deep Rock Galactic: Survivor, however, takes things even further.Released in Steam early access back on February 14, 2024, you're taken onto increasingly harder levels where your dwarf of choice attacks automatically. The Survivor-like is presented in a top-down perspective, with the mining mechanic taking center stage to unlock upgrades during runs and improve your chances.There have been four sizable updates, but even in its infancy, developer Funday Games struck gold when mining for resources. The combination of its existing setting with the roguelike genre is an enticing one. See at Steam Hades 2Developer: Supergiant GamesRelease Date: May 6, 2024Platforms: PCDeveloper Supergiant Games has famously never done sequels before--until Hades 2. The sequel follows the events of the first game, in which Zagreus, son of the Greek god of the underworld, fought his way to the surface. Now, his sister Melinöe is tasked with defeating Chronos, the god of time itself, who's posing a threat unknown to everyone to this point.The roguelite is similar in nature to its predecessor, advancing the story with each victorious or failed run, gradually uncovering layer upon layer of new characters, powers to combine and grow stronger with, and even more features to further customize your experience. Hades 2 is still in early access, but there's a ridiculous amount of story and challenges to go through. Plus, the sequel is one of the first games confirmed for the Nintendo Switch 2. The 1.0 release date is yet to be confirmed, but Supergiant is targeting 2025. See at Steam Darkest Dungeon 2Developer: Red Hook StudiosRelease Date: May 8, 2024Platforms: PlayStation 4, PlayStation 5, Xbox One, Xbox Series X|S, Nintendo Switch, PCDarkest Dungeon 2 entered early access in October 2021, with the full launch taking place on May 8. It had a tall order--surpassing the inimitable Darkest Dungeon, a tough roguelike centered around stress as a mechanic, with characters being driven mad or, on occasion, becoming inspired by the embrace of darkness and presence of heinous monsters.The sequel moves away from the structure of its predecessor, where you explored different biomes while managing resources and upgrading a home base. Now, it follows a structure similar to modern roguelite conventions, where you choose from different paths that are labeled with the rewards and challenges awaiting on the roads.While the combat shares some similarities, many new features shake up previous foundations, from playable origin stories for each hero to the affinity system, which takes the stress mechanic of the first game and adds a communal element to it by leading to different relationship archetypes between party members. Despite the change in presentation with more bells and whistles, Darkest Dungeon 2 retains the spirit of the first game--it's a visceral, tough-as-nails adventure that demands patience to overcome. See at Fanatical Rogue Legacy 2Developer: Cellar Door GamesRelease Date: April 28, 2022Platforms: PlayStation 4, PlayStation 5, Xbox One, Xbox Series X|S, Nintendo Switch, PCWhen the original Rogue Legacy launched in 2013, its combination of metroidvania with roguelite elements was already promising. Yet, it pushed things further with a genius feature where, each time you die, one of your children succeeds you. The trick? Everybody has unique traits, from gigantism and baldness to color blindness and dyslexia, which would have gameplay impacts from the beneficial to the hilarious.Rogue Legacy 2 pushes the novelty with even more traits and classes, including a bard and a dragon lancer. The metroidvania aspect has also been improved with the addition of unique items that permanently unlock abilities to further explore the world and unveil its secrets. It's a sequel that successfully ticks every box a sequel must, and does so with a familiar grace and humor that still has a lot to offer over a decade later. See at Steam Spelunky 2Developer: Mossmouth and BlitWorksRelease Date: September 29, 2020Platforms: PlayStation 4, PlayStation 5, Xbox One, Xbox Series X|S, Nintendo Switch, PCSpelunky is the classic go-to recommendation for a roguelike with ironclad design. The platformer with an Indiana Jones spirit made for one of the most challenging roguelites out there, requiring patience and the willingness to study every possible enemy pattern, trap, and miscalculation that can end your run, and then memorize it all for the next attempt.Spelunky 2 is a showcase of refinement upon refinement. Sure, it's touted with a bigger world with new areas to study, multiple routes to find and take advantage of, and an assortment of features meant to subvert long-standing fans' expectations. The sequel's greatest trick, however, is once again proving that meticulously thought design can elevate good ideas to admirable heights. The only way to improve is to keep trying, over and over, until surpassing the obstacles in your way becomes second nature. And then you get to do it all over again in the following area. See at Steam Slay the SpireDeveloper: Mega CritRelease Date: January 23, 2019Platforms: PlayStation 4, PlayStation 5, Xbox One, Xbox Series X|S, Nintendo Switch, Android, iOS, PCDeck-building has become a popular marriage candidate for roguelites, and Slay the Spire might be one of the games responsible for its popularity. The premise is simple: You pick a character who has a predefined card deck and jump into a procedurally generated run. The rewards, obstacles, and challenges roaming your chosen paths are always different, demanding different strategies.As you make your way through a game session, you'll collect more cards for your deck, slowly customizing the options available to fit different playstyles and adapt yourself to the danger at hand. Do you invest in dealing as much damage as possible, neglecting your defense? Do you try to come up with different synergies to create a jack-of-all-trades card deck? There's always something to learn and discover, and the number of combinations available to experiment with is seducingly daunting. The best part? There's a sequel in the works, slated for 2025. See at Steam Risk of Rain 2Developer: Hopoo GamesRelease Date: August 11, 2020Platforms: PlayStation 4, PlayStation 5, Xbox One, Xbox Series X|S, Nintendo Switch, PCRisk of Rain 2 is one of the few roguelites that explored the idea of taking the often pixel art, 2D-driven presentations of the genre and experimenting with 3D instead. Taking the elements that made its predecessor great, from enemy design to the different survivors you control, the change of perspective led to a breath of fresh air in the genre, and one of the most entertaining online games out there.The 1.0 release on August 11, 2020 has been followed up with hefty updates and paid DLC since. You can spend hours just fooling around with friends and seeing how far you can go. Once you get invested in the game's most intricate secrets and mechanics, however, you'll find out that the thrill comes down to becoming an unstoppable force challenged by a dynamic difficulty meter that's constantly keeping you on your toes. The use of 3D, then, isn't a mere novelty--it literally shines a new light on what roguelites can achieve when looked at from a different perspective, adding a different sense of movement and scale to the usual roguelite chaos. See at Steam Crypt of the NecrodancerDeveloper: Brace Yourself GamesRelease Date: April 23, 2015Platforms: PlayStation 4, Xbox One, Nintendo Switch, Android, iOS, PCCrypt of the Necrodancer might be one of the oldest picks of our best roguelike games list, but the reason is simple: No other roguelite has managed to combine the genre conventions with the mechanics of a rhythm game to such success. Every movement and action in the game is tied to the beat of the soundtrack blasting in the background.Enemies have different patterns that you must learn, all while carefully moving on tiles as if you were tapping the floor with your foot following a song. Even if you're not rhythm game savvy, the mix of both genres is accommodating enough to make you a believer--right until you meet a dragon for the first time, that is. After the original release, Cadence of Hyrule followed up on the concept, with the studio collaborating with Nintendo for a different take on The Legend of Zelda. But Crypt of the Necrodancer remains a worthy rogue classic. See at Steam Into the BreachDeveloper: Subset GamesRelease Date: February 27, 2018Platforms: Nintendo Switch, Android, iOS, PCThe alien invasion grows in numbers. You must assemble a squad of a handful of units and try to beat the odds. When you inevitably meet your demise, the last person standing creates a rift and travels to a different timeline. Time to start again.Into the Breach has a steep learning curve. Its design conventions, however, make it worth the effort to learn how to best use the space given to you and how your units can counterattack the alien push. The game is clear about the consequences of your movements on each map grid--whether or not you'll be able to land an attack, if one of your mechs will be caught in a tidal wave or an enemy projectile, and so on.Often, playing the strategy roguelike feels like a series of elaborate board games, where you carefully move pieces and spend your time thinking of the best possible plan. When it all comes together, the satisfaction is unparalleled. But even when you fail and you're sent to another timeline to commence anew, there's a thrill in knowing that next time might be the one if you take the time to analyze your movements and execute with care.Into the Breach is also the rare game to receive a 10/10 from GameSpot. See at Steam Loop HeroDeveloper: Four QuartersRelease Date: March 4, 2021Platforms: Xbox One, Xbox Series X|S, Nintendo Switch, Android, iOS, PCThe concept of loops and the repetitive nature of roguelites are a natural pairing. Loop Hero not only understands it, but extends it further by turning you into a dungeon master of sorts. You're given the choice of a hero and a map layout, as well as a deck of cards. You can place different types of terrain and structures, each having its own pros and cons. But you also need to place enemies, slowly making each loop--where the character walks a full cycle of the map--more intricate to navigate.The randomized nature of roguelites is heightened by giving you agency over the dangers that your hero will have to overcome. With a large number of unlockables to pursue after each session, as well as a captivating presentation, Loop Hero is one of the most inventive roguelites out there. See at Fanatical ReturnalDeveloper: HousemarqueRelease Date: April 30, 2021Platforms: PlayStation 5, PCHousemarque's expertise lies in games with an arcade nature, from Resogun to Nex Machina. At first glance, Returnal seems different--its presentation is powered by a level of production that screams AAA game. Initially introduced as a PlayStation 5 exclusive, the third-person shooter makes an interesting use of the roguelite concept, intertwining story events with each death. Similarly to Hades, meeting your demise rarely means taking a step back.Don't let its prestigious look deceive you, though--Returnal is the living proof of a modern arcade game, taking cues from the bullet hell genre. This means that you must be in constant movement, carefully timing dodges and narrow jumps to avoid a barrage of projectiles coming your way from all directions. A sequel is slated for 2026, but the first game deserves all of your attention. It's one of the best games in the PlayStation catalog, and a thrilling showcase of how a roguelite structure can inform a story, blending into one coexisting vehicle for a narrative that wouldn't work elsewhere. See at Fanatical Shogun ShowdownDeveloper: RoboatinoRelease Date: September 5, 2024Platforms: PlayStation 4, PlayStation 5, Xbox One, Xbox Series X|S, Nintendo Switch, PCDeveloper Roboatino saw the synergy of roguelike and deck-building elements and decided to add turn-based combat to the mix. You command a lone hero who must take positioning and time into consideration to defeat multiple enemies and make it out unscathed.Using an inventive mechanic regarding the tiles you set foot on, Shogun Showdown hides a surprising level of depth, which you gradually uncover the more time you spend with it. You can upgrade and sacrifice different movements and skills in between battles, and as you die, you'll unlock new characters and attacks to experiment with. If you want to test the game's combat by yourself, there's a free prologue available on PC. See at Fanatical Blue PrinceDeveloper: DogubombRelease Date: April 10, 2025Platforms: PlayStation 5, Xbox Series X|S, PCIn Blue Prince, you're a fourteen-year-old boy next in line for an inheritance. The catch is that you first need to explore a manor that changes its inner structure each day, hiding access to the elusive room 46 somewhere within its bowels. Dogubomb's title is part puzzle game, part roguelite, part investigative game.When you start a new day, you're given a number of steps that you can take inside the manor. Upon interacting with a door, the game grants you a random selection of rooms, each containing a puzzle, resource items, or a clue to a larger mystery. Sometimes all three of them. The deeper you plunge into Blue Prince, the higher the chances of becoming engrossed by the sheer amount of layers upon layers of puzzles to solve. See at Fanatical Caves of QudDeveloper: Freehold GamesRelease Date: December 5, 2024Platforms: PCDevelopment for Caves of Qud began back in 2007, with the first public beta being released to the world in 2010. Then, after almost a decade in Steam early access, the game was fully launched on December 5, 2024. The science-fantasy roguelike is brimming with emergent stories, offering a deeply simulated world where you can shape the environment as you see fit, join one of over 70 factions, or simply get lost in the overwhelming number of possible actions and outcomes available.In Caves of Qud, every NPC and monster is as fully simulated as you, meaning that they all have their own skills, equipment, body parts, and levels. The body parts are important, as there are multiple mutations at play, from two heads to the power of cloning oneself. The sandbox nature and painstaking level of detail have added an unmatched identity to the roguelike over its long lifespan. Now, there's never been a better time to take a plunge and become a part of its labyrinthine systems and intricate synergies that are happening in the game without your input. See at Steam FTL: Faster Than LightDeveloper: Subset GamesRelease Date: September 14, 2021Platforms: iOS, PCCommanding a party is a classic go-to for roguelites. Being the captain of a spaceship where you must attend to your crew and rooms individually, however, is an idea that is still novel to this day. Before Into the Breach, developer Subset Games came up with a different adventure in outer space.Presented with randomly generated galaxies, you must pick different paths to warp to, taking care and managing your spaceship in your ventures. Everything from the state of the hull to the level of oxygen must be accounted for. While you might be lucky with the galaxy destinations you pick, your crew will inevitably have to confront other ships.It's during these moments that FTL: Faster Than Light showcases its exhilarating mix of mechanics, forcing you to act fast by putting up fires, deciding which rooms to open and which ones to close, and sending crew members to repair the ship, all while using similar strategies on the enemy at hand. There's no other game like FTL. See at Steam InscryptionDeveloper: Daniel Mullins GamesRelease Date: October 19, 2021Platforms: PlayStation 4, PlayStation 5, Xbox One, Xbox Series X|S, Nintendo Switch, PCThe creator of the eerie Pony Island took a stab at the roguelike genre in 2021 with Inscryption. At first, you don't know where you are--all you can see is the inside of a dark cabin, and a strange figure that invites you to play a card game. The creepiness sets in more and more over time, as you use cards depicting animals that seem to be alive, trying to make progress in the game while also looking for an opportunity to try and figure out how to escape the cabin.Inscription has multiple twists that are best left as a secret. If you want a general indication of what to expect, however, this roguelike pulls you into an obscure setting that becomes darker the more time you spend with it, subverting existing genre conventions and familiar mechanics with a horror twist. See at Fanatical Dome KeeperDeveloper: BippinbitsRelease Date: September 27, 2022Platforms: PCDome Keeper is a great game for people who enjoy multitasking. As the name implies, you must protect a dome from enemy attacks. In order to do so, you must dig underneath the surface to search for resources and artifacts, which are used to choose upgrades and different ways to defend your base.Enemies won't just sit and wait, however. You only have a limited time to dig in between attack waves. Picking your upgrades carefully will make or break your chances of survival to gain another chance at plunging through the surface and build better defenses. Dome Keeper is an ambitious survival game that takes cue from roguelikes and tower defense games to create a different kind of challenge to overcome. See at Fanatical Monster TrainDeveloper: Shiny ShoeRelease Date: May 20, 2020Platforms: PlayStation 5, Xbox One, Xbox Series X|S, Nintendo Switch, iOS, PCMonster Train is the distant cousin of Slay the Spire. You're given a deck of cards that you slowly grow during runs, as well as different paths to choose from. The twist is how combat encounters are structured, turning elements like positioning and card strategies on their head.Whenever you face enemies, you're presented with a large vertical structure that has three play fields. You must carefully plan where to place your cards to defend the train's core. It's an idea that's pushed to its limit time and time again with the cards available and the ways in which enemies can also strategize around your defenses. Monster Train is a prime example of how much innovation is still in the genre. See at Fanatical Vampire SurvivorsDeveloper: PoncleRelease Date: October 20, 2022Platforms: PlayStation 4, PlayStation 5, Xbox One, Xbox Series X|S, Nintendo Switch, Android, iOS, PCTaking inspiration from a mobile game called Magic Survival, in which the main character attacked automatically without the player's input, developer Poncle leaned on a fascination for Castlevania's aesthetic to iterate on the concept. The simple idea led to an absurd amount of characters, levels, and items to unlock--including, of course, an official collaboration with Konami to include more than just indirect references to the Castlevania series.Playing a Vampire Survivors stage can last anything from 15 to 20 or 30 minutes--if you can survive long enough with the items you've acquired. Even if you fail, however, you're constantly unlocking items, characters, and stages to explore in subsequent runs. It's a game that's best described as a Pandora's Box equivalent. Especially considering the chaos that it will likely inflict on your schedule. See at Steam Hitman World of Assassination: Freelancer ModeDeveloper: IO InteractiveRelease Date: January 26, 2023Platforms: PlayStation 4, PlayStation 5, Xbox One, Xbox Series X|S, PCThe Hitman series has always excelled in presenting puzzle boxes that double down as playgrounds to blend in, follow your target, and take them down in increasingly ridiculous ways. Freelancer Mode, introduced to Hitman World of Assassination on January 26, 2023, adds a different spin to the premise with a persistent and highly replayable experience.In this mode, targets are always random, and you're given access to different bonus objectives. Making use of a hub exclusive to Freelancer, Agent 47 must choose a crime syndicate to pursue, which sets the mood of the campaign, and then get started without any equipment or weapons. If you've already mastered the classic Hitman levels or you just want a different, ridiculously polished roguelike experience, Freelancer Mode is a distinct and ambitious take on the genre. Worth mentioning that Hitman World of Assassination is also slated to launch on Nintendo Switch 2. See at Steam InkboundDeveloper: Shiny ShoeRelease Date: April 9, 2024Platforms: PCFrom the makers of Monster Train comes Inkbound, a turn-based tactical roguelike that offers co-op, and synergies that are heightened by coordinating with others online. Players can move freely and act simultaneously in multiplayer, picking from eight different classes to try out different combinations.There's also a deck-building element of sorts involved in the vein of draftable abilities, upgrades, and an array of items to use in-game. It's an intriguing blend of genres that might take some time to get used to. Once things click, however, you and the rest of the party will be working in tandem to see how far you can push your strategies. See at Steam God of War Ragnarok: ValhallaDeveloper: Santa Monica StudiosRelease Date: December 12, 2023Platforms: PlayStation 4, PlayStation 5, PCGod of War Ragnarok is a behemoth of an action-RPG, featuring a lengthy campaign across open areas with side quests, collectibles, and dozens of corners to explore. If you're looking for a break from the main story or just want to try a new roguelite that elevates some of the game's strengths in a different structure, the free Valhalla DLC is a must play.Taking place after the events of the main story (although you can jump into it at any point from the main menu without worrying about spoilers of the main campaign), Valhalla has Kratos going through a series of punishing trials, which slowly serve as a therapy session of sorts as he reminiscences of the events that happened during the original trilogy of God of War games.The bite-sized rendition of combat encounters shines a different light on combat mechanics that you may already be familiar with. And, taking cues from the likes of Hades and Returnal, each death pushes the story forward in meaningful ways. Valhalla is a rare combination of genres that shouldn't work as well as they do, and it deserves your time before the next adventure of Kratos inevitably rolls in. See at Fanatical NoitaDeveloper: Nolla GamesRelease Date: October 15, 2020Platforms: PCAfter a short early access period in 2019, Noita was fully released in October 2020, and provided an escape from the horrors of that year with, well, more horrors. Its punishing difficulty and procedurally-generated worlds provide deep and engaging gameplay. Noita places you in the shoes of a wand-wielding alchemist navigating a deadly, destructible world. The seemingly simple pixel art style leads to complexity where water flows, acid burns, fire spreads, and cave-ins can be triggered by a single misplaced explosive.Unlike many roguelikes that focus on stat-based progression, Noita appeals to player creativity and experimentation. The game's wand crafting system is a particular highlight, allowing you to mix and match spells, modifiers, and triggers to create devastating effects or strange contraptions that alter the way the game plays with every decision. The fun of Noita is learning how to break it in delightfully chaotic ways. This customization means each run feels unique, not just because of the randomized levels, but because the tools at your disposal and the way you choose to implement them define each playthrough. Noita is deeper than it first appears, with plenty of secrets and mysteries to uncover. Its expansive hidden world and lore begs to be uncovered, and the community engagement and conversation around it continues even half a decade on from its release. Experiment with fire, mess around with slime, and Noita will reward your curiosity. You'll find that, most of the time, death in Noita stems from your own creation, giving the game a cruel sense of irony and punishment. Despite that, or perhaps even because of that, Noita is a beautiful experience. See at Steam

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.”

Escher est un "mathémagicien" qui a réalisé des œuvres réalistes et pourtant physiquement irréalisables, mêlant art et mathématiques. L’article Maurits Escher, l’illusion de l’impossible est apparu en premier sur Graphéine - Agence de com

Enterprise artificial intelligence investment is unprecedented, with IDC projecting global spending on AI and GenAI to double to $631 billion by 2028. Yet beneath the impressive budget allocations and boardroom enthusiasm lies a troubling reality: most organisations struggle to translate their AI ambitions into operational success.The sobering statistics behind AI’s promiseModelOp’s 2025 AI Governance Benchmark Report, based on input from 100 senior AI and data leaders at Fortune 500 enterprises, reveals a disconnect between aspiration and execution.While more than 80% of enterprises have 51 or more generative AI projects in proposal phases, only 18% have successfully deployed more than 20 models into production.The execution gap represents one of the most significant challenges facing enterprise AI today. Most generative AI projects still require 6 to 18 months to go live – if they reach production at all.The result is delayed returns on investment, frustrated stakeholders, and diminished confidence in AI initiatives in the enterprise.The cause: Structural, not technical barriersThe biggest obstacles preventing AI scalability aren’t technical limitations – they’re structural inefficiencies plaguing enterprise operations. The ModelOp benchmark report identifies several problems that create what experts call a “time-to-market quagmire.”Fragmented systems plague implementation. 58% of organisations cite fragmented systems as the top obstacle to adopting governance platforms. Fragmentation creates silos where different departments use incompatible tools and processes, making it nearly impossible to maintain consistent oversight in AI initiatives.Manual processes dominate despite digital transformation. 55% of enterprises still rely on manual processes – including spreadsheets and email – to manage AI use case intake. The reliance on antiquated methods creates bottlenecks, increases the likelihood of errors, and makes it difficult to scale AI operations.Lack of standardisation hampers progress. Only 23% of organisations implement standardised intake, development, and model management processes. Without these elements, each AI project becomes a unique challenge requiring custom solutions and extensive coordination by multiple teams.Enterprise-level oversight remains rare Just 14% of companies perform AI assurance at the enterprise level, increasing the risk of duplicated efforts and inconsistent oversight. The lack of centralised governance means organisations often discover they’re solving the same problems multiple times in different departments.The governance revolution: From obstacle to acceleratorA change is taking place in how enterprises view AI governance. Rather than seeing it as a compliance burden that slows innovation, forward-thinking organisations recognise governance as an important enabler of scale and speed.Leadership alignment signals strategic shift. The ModelOp benchmark data reveals a change in organisational structure: 46% of companies now assign accountability for AI governance to a Chief Innovation Officer – more than four times the number who place accountability under Legal or Compliance. This strategic repositioning reflects a new understanding that governance isn’t solely about risk management, but can enable innovation.Investment follows strategic priority. A financial commitment to AI governance underscores its importance. According to the report, 36% of enterprises have budgeted at least $1 million annually for AI governance software, while 54% have allocated resources specifically for AI Portfolio Intelligence to track value and ROI.What high-performing organisations do differentlyThe enterprises that successfully bridge the ‘execution gap’ share several characteristics in their approach to AI implementation:Standardised processes from day one. Leading organisations implement standardised intake, development, and model review processes in AI initiatives. Consistency eliminates the need to reinvent workflows for each project and ensures that all stakeholders understand their responsibilities.Centralised documentation and inventory. Rather than allowing AI assets to proliferate in disconnected systems, successful enterprises maintain centralised inventories that provide visibility into every model’s status, performance, and compliance posture.Automated governance checkpoints. High-performing organisations embed automated governance checkpoints throughout the AI lifecycle, helping ensure compliance requirements and risk assessments are addressed systematically rather than as afterthoughts.End-to-end traceability. Leading enterprises maintain complete traceability of their AI models, including data sources, training methods, validation results, and performance metrics.Measurable impact of structured governanceThe benefits of implementing comprehensive AI governance extend beyond compliance. Organisations that adopt lifecycle automation platforms reportedly see dramatic improvements in operational efficiency and business outcomes.A financial services firm profiled in the ModelOp report experienced a halving of time to production and an 80% reduction in issue resolution time after implementing automated governance processes. Such improvements translate directly into faster time-to-value and increased confidence among business stakeholders.Enterprises with robust governance frameworks report the ability to many times more models simultaneously while maintaining oversight and control. This scalability lets organisations pursue AI initiatives in multiple business units without overwhelming their operational capabilities.The path forward: From stuck to scaledThe message from industry leaders that the gap between AI ambition and execution is solvable, but it requires a shift in approach. Rather than treating governance as a necessary evil, enterprises should realise it enables AI innovation at scale.Immediate action items for AI leadersOrganisations looking to escape the ‘time-to-market quagmire’ should prioritise the following:Audit current state: Conduct an assessment of existing AI initiatives, identifying fragmented processes and manual bottlenecksStandardise workflows: Implement consistent processes for AI use case intake, development, and deployment in all business unitsInvest in integration: Deploy platforms to unify disparate tools and systems under a single governance frameworkEstablish enterprise oversight: Create centralised visibility into all AI initiatives with real-time monitoring and reporting abilitiesThe competitive advantage of getting it rightOrganisations that can solve the execution challenge will be able to bring AI solutions to market faster, scale more efficiently, and maintain the trust of stakeholders and regulators.Enterprises that continue with fragmented processes and manual workflows will find themselves disadvantaged compared to their more organised competitors. Operational excellence isn’t about efficiency but survival.The data shows enterprise AI investment will continue to grow. Therefore, the question isn’t whether organisations will invest in AI, but whether they’ll develop the operational abilities necessary to realise return on investment. The opportunity to lead in the AI-driven economy has never been greater for those willing to embrace governance as an enabler not an obstacle.(Image source: Unsplash)

A coiled giant anaconda. They are the largest snake species in Brazil and play a major role in legends including the ‘Boiuna’ and the ‘Cobra Grande.’ CREDIT: Beatriz Cosendey. Get the Popular Science daily newsletter💡 Breakthroughs, discoveries, and DIY tips sent every weekday. South America’s lush Amazon region is a biodiversity hotspot, which means that every living thing must find a way to co-exist. Even some of the most feared snakes on the planet–anacondas. In a paper published June 16 in the journal Frontiers in Amphibian and Reptile Science, conservation biologists Beatriz Cosendey and Juarez Carlos Brito Pezzuti from the Federal University of Pará’s Center for Amazonian Studies in Brazil, analyze the key points behind the interactions between humans and the local anaconda populations. Ahead of the paper’s publication, the team at Frontiers conducted this wide-ranging Q&A with Conesday. It has not been altered. Frontiers: What inspired you to become a researcher? Beatriz Cosendey: As a child, I was fascinated by reports and documentaries about field research and often wondered what it took to be there and what kind of knowledge was being produced. Later, as an ecologist, I felt the need for approaches that better connected scientific research with real-world contexts. I became especially interested in perspectives that viewed humans not as separate from nature, but as part of ecological systems. This led me to explore integrative methods that incorporate local and traditional knowledge, aiming to make research more relevant and accessible to the communities involved. F: Can you tell us about the research you’re currently working on? BC: My research focuses on ethnobiology, an interdisciplinary field intersecting ecology, conservation, and traditional knowledge. We investigate not only the biodiversity of an area but also the relationship local communities have with surrounding species, providing a better understanding of local dynamics and areas needing special attention for conservation. After all, no one knows a place better than those who have lived there for generations. This deep familiarity allows for early detection of changes or environmental shifts. Additionally, developing a collaborative project with residents generates greater engagement, as they recognize themselves as active contributors; and collective participation is essential for effective conservation. Local boating the Amazon River. CREDIT: Beatriz Cosendey. F: Could you tell us about one of the legends surrounding anacondas? BC: One of the greatest myths is about the Great Snake—a huge snake that is said to inhabit the Amazon River and sleep beneath the town. According to the dwellers, the Great Snake is an anaconda that has grown too large; its movements can shake the river’s waters, and its eyes look like fire in the darkness of night. People say anacondas can grow so big that they can swallow large animals—including humans or cattle—without difficulty. F: What could be the reasons why the traditional role of anacondas as a spiritual and mythological entity has changed? Do you think the fact that fewer anacondas have been seen in recent years contributes to their diminished importance as an mythological entity? BC: Not exactly. I believe the two are related, but not in a direct way. The mythology still exists, but among Aritapera dwellers, there’s a more practical, everyday concern—mainly the fear of losing their chickens. As a result, anacondas have come to be seen as stealthy thieves. These traits are mostly associated with smaller individuals (up to around 2–2.5 meters), while the larger ones—which may still carry the symbolic weight of the ‘Great Snake’—tend to retreat to more sheltered areas; because of the presence of houses, motorized boats, and general noise, they are now seen much less frequently. A giant anaconda is being measured. Credit: Pedro Calazans. F: Can you share some of the quotes you’ve collected in interviews that show the attitude of community members towards anacondas? How do chickens come into play? BC: When talking about anacondas, one thing always comes up: chickens. “Chicken is her [the anaconda’s] favorite dish. If one clucks, she comes,” said one dweller. This kind of remark helps explain why the conflict is often framed in economic terms. During the interviews and conversations with local dwellers, many emphasized the financial impact of losing their animals: “The biggest loss is that they keep taking chicks and chickens…” or “You raise the chicken—you can’t just let it be eaten for free, right?” For them, it’s a loss of investment, especially since corn, which is used as chicken feed, is expensive. As one person put it: “We spend time feeding and raising the birds, and then the snake comes and takes them.” One dweller shared that, in an attempt to prevent another loss, he killed the anaconda and removed the last chicken it had swallowed from its belly—”it was still fresh,” he said—and used it for his meal, cooking the chicken for lunch so it wouldn’t go to waste. One of the Amazonas communities where the researchers conducted their research. CREDIT: Beatriz Cosendey. Some interviewees reported that they had to rebuild their chicken coops and pigsties because too many anacondas were getting in. Participants would point out where the anaconda had entered and explained that they came in through gaps or cracks but couldn’t get out afterwards because they ‘tufavam’ — a local term referring to the snake’s body swelling after ingesting prey. We saw chicken coops made with mesh, with nylon, some that worked and some that didn’t. Guided by the locals’ insights, we concluded that the best solution to compensate for the gaps between the wooden slats is to line the coop with a fine nylon mesh (to block smaller animals), and on the outside, a layer of wire mesh, which protects the inner mesh and prevents the entry of larger animals. F: Are there any common misconceptions about this area of research? How would you address them? BC: Yes, very much. Although ethnobiology is an old science, it’s still underexplored and often misunderstood. In some fields, there are ongoing debates about the robustness and scientific validity of the field and related areas. This is largely because the findings don’t always rely only on hard statistical data. However, like any other scientific field, it follows standardized methodologies, and no result is accepted without proper grounding. What happens is that ethnobiology leans more toward the human sciences, placing human beings and traditional knowledge as key variables within its framework. To address these misconceptions, I believe it’s important to emphasize that ethnobiology produces solid and relevant knowledge—especially in the context of conservation and sustainable development. It offers insights that purely biological approaches might overlook and helps build bridges between science and society. The study focused on the várzea regions of the Lower Amazon River. CREDIT: Beatriz Cosendey. F: What are some of the areas of research you’d like to see tackled in the years ahead? BC: I’d like to see more conservation projects that include local communities as active participants rather than as passive observers. Incorporating their voices, perspectives, and needs not only makes initiatives more effective, but also more just. There is also great potential in recognizing and valuing traditional knowledge. Beyond its cultural significance, certain practices—such as the use of natural compounds—could become practical assets for other vulnerable regions. Once properly documented and understood, many of these approaches offer adaptable forms of environmental management and could help inform broader conservation strategies elsewhere. F: How has open science benefited the reach and impact of your research? BC: Open science is crucial for making research more accessible. By eliminating access barriers, it facilitates a broader exchange of knowledge—important especially for interdisciplinary research like mine which draws on multiple knowledge systems and gains value when shared widely. For scientific work, it ensures that knowledge reaches a wider audience, including practitioners and policymakers. This openness fosters dialogue across different sectors, making research more inclusive and encouraging greater collaboration among diverse groups. The Q&A can also be read here.

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

In April 2025, at the ITER Private Sector Fusion Workshop in Cadarache, something remarkable unfolded. In a room filled with scientists, engineers and software visionaries, the line between big science and commercial innovation began to blur.   Three organisations – Microsoft Research, Arena and Brigantium Engineering – shared how artificial intelligence (AI), already transforming everything from language models to logistics, is now stepping into a new role: helping humanity to unlock the power of nuclear fusion.  Each presenter addressed a different part of the puzzle, but the message was the same: AI isn’t just a buzzword anymore. It’s becoming a real tool – practical, powerful and indispensable – for big science and engineering projects, including fusion.  “If we think of the agricultural revolution and the industrial revolution, the AI revolution is next – and it’s coming at a pace which is unprecedented,” said Kenji Takeda, director of research incubations at Microsoft Research.  Microsoft’s collaboration with ITER is already in motion. Just a month before the workshop, the two teams signed a Memorandum of Understanding (MoU) to explore how AI can accelerate research and development. This follows ITER’s initial use of Microsoft technology to empower their teams. A chatbot in Azure OpenAI service was developed to help staff navigate technical knowledge, on more than a million ITER documents, using natural conversation. GitHub Copilot assists with coding, while AI helps to resolve IT support tickets – those everyday but essential tasks that keep the lights on.  But Microsoft’s vision goes deeper. Fusion demands materials that can survive extreme conditions – heat, radiation, pressure – and that’s where AI shows a different kind of potential. MatterGen, a Microsoft Research generative AI model for materials, designs entirely new materials based on specific properties. “It’s like ChatGPT,” said Takeda, “but instead of ‘Write me a poem’, we ask it to design a material that can survive as the first wall of a fusion reactor.”  The next step? MatterSim – a simulation tool that predicts how these imagined materials will behave in the real world. By combining generation and simulation, Microsoft hopes to uncover materials that don’t yet exist in any catalogue.  While Microsoft tackles the atomic scale, Arena is focused on a different challenge: speeding up hardware development. As general manager Michael Frei put it: “Software innovation happens in seconds. In hardware, that loop can take months – or years.”  Arena’s answer is Atlas, a multimodal AI platform that acts as an extra set of hands – and eyes – for engineers. It can read data sheets, interpret lab results, analyse circuit diagrams and even interact with lab equipment through software interfaces. “Instead of adjusting an oscilloscope manually,” said Frei, “you can just say, ‘Verify the I2C [inter integrated circuit] protocol’, and Atlas gets it done.”  It doesn’t stop there. Atlas can write and adapt firmware on the fly, responding to real-time conditions. That means tighter feedback loops, faster prototyping and fewer late nights in the lab. Arena aims to make building hardware feel a little more like writing software – fluid, fast and assisted by smart tools.  Fusion, of course, isn’t just about atoms and code – it’s also about construction. Gigantic, one-of-a-kind machines don’t build themselves. That’s where Brigantium Engineering comes in. Founder Lynton Sutton explained how his team uses “4D planning” – a marriage of 3D CAD models and detailed construction schedules – to visualise how everything comes together over time. “Gantt charts are hard to interpret. 3D models are static. Our job is to bring those together,” he said.  The result is a time-lapse-style animation that shows the construction process step by step. It’s proven invaluable for safety reviews and stakeholder meetings. Rather than poring over spreadsheets, teams can simply watch the plan come to life.  And there’s more. Brigantium is bringing these models into virtual reality using Unreal Engine – the same one behind many video games. One recent model recreated ITER’s tokamak pit using drone footage and photogrammetry. The experience is fully interactive and can even run in a web browser. “We’ve really improved the quality of the visualisation,” said Sutton. “It’s a lot smoother; the textures look a lot better. Eventually, we’ll have this running through a web browser, so anybody on the team can just click on a web link to navigate this 4D model.”  Looking forward, Sutton believes AI could help automate the painstaking work of syncing schedules with 3D models. One day, these simulations could reach all the way down to individual bolts and fasteners – not just with impressive visuals, but with critical tools for preventing delays.  Despite the different approaches, one theme ran through all three presentations: AI isn’t just a tool for office productivity. It’s becoming a partner in creativity, problem-solving and even scientific discovery.  Takeda mentioned that Microsoft is experimenting with “world models” inspired by how video games simulate physics. These models learn about the physical world by watching pixels in the form of videos of real phenomena such as plasma behaviour. “Our thesis is that if you showed this AI videos of plasma, it might learn the physics of plasmas,” he said.  It sounds futuristic, but the logic holds. The more AI can learn from the world, the more it can help us understand it – and perhaps even master it. At its heart, the message from the workshop was simple: AI isn’t here to replace the scientist, the engineer or the planner; it’s here to help, and to make their work faster, more flexible and maybe a little more fun. As Takeda put it: “Those are just a few examples of how AI is starting to be used at ITER. And it’s just the start of that journey.”  If these early steps are any indication, that journey won’t just be faster – it might also be more inspired.