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

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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.

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

monkey abuse The “online monkey torture video” arrests just keep coming Authorities continue the slow crackdown. Nate Anderson – Jun 14, 2025 7:00 am | 34 Credit: Getty Images Credit: Getty Images Story text Size Small Standard Large Width * Standard Wide Links Standard Orange * Subscribers only   Learn more Today's monkey torture videos are the products of a digitally connected world. People who enjoy watching baby animals probed, snipped, and mutilated in horrible ways often have difficulty finding local collaborators, but online communities like "million tears"—now thankfully shuttered—can help them forge connections. Once they do meet other like-minded souls, communication takes place through chat apps like Telegram and Signal, often using encryption. Money is pooled through various phone apps, then sent to videographers in countries where wages are low and monkeys are plentiful. (The cases I have seen usually involve Indonesia; read my feature from last year to learn more about how these groups work.) There, monkeys are tortured by a local subcontractor—sometimes a child—working to Western specs. Smartphone video of the torture is sent back to the commissioning sadists, who share it with more viewers using the same online communities in which they met. The unfortunate pattern was again on display this week in an indictment the US government unsealed against several more Americans said to have commissioned these videos. The accused used online handles like "Bitchy" and "DemonSwordSoulCrusher," and they hail from all over: Tennessee, North Carolina, Ohio, Pennsylvania, and Massachusetts. They relied on an Indonesian videographer to create the content, which was surprisingly affordable—it cost a mere $40 to commission video of a "burning hot screwdriver" being shoved into a baby monkey's orifice. After the money was transferred, the requested video was shot and shared through a "phone-based messaging program," but the Americans were deeply disappointed in its quality. Instead of full-on impalement, the videographer had heated a screwdriver on a burner and merely touched it against the monkey a few times. "So lame," one of the Americans allegedly complained to another. "Live and learn," was the response. So the group tried again. "Million tears" had been booted by its host, but the group reconstituted on another platform and renamed itself "the trail of trillion tears." They reached out to another Indonesian videographer and asked for a more graphic version of the same video. But this version, more sadistic than the last, still didn't satisfy. As one of the Americans allegedly said to another, "honey that's not what you asked for. Thats the village idiot version. But I'm talking with someone about getting a good vo [videographer] to do it." Arrests continue In 2021, someone leaked communications from the "million tears" group to animals rights organizations like Lady Freethinker and Action for Primates, which handed it over to authorities. Still, it took several years to arrest and prosecute the torture group's leaders. In 2024, one of these leaders—Ronald Bedra of Ohio—pled guilty to commissioning the videos and to mailing "a thumb drive containing 64 videos of monkey torture to a co-conspirator in Wisconsin." His mother, in a sentencing letter to the judge, said that her son must "have been undergoing some mental crisis when he decided to create the website." As a boy, he had loved all of the family pets, she said, even providing a funeral for a fish. Bedra was sentenced late last year to 54 months in prison. According to letters from family members, he has also lost his job, his wife, and his kids. In April 2025, two more alleged co-conspirators were indicted and subsequently arrested; their cases were unsealed only this week. Two other co-conspirators from this group still appear to be uncharged. In May 2025, 11 other Americans were indicted for their participation in monkey torture groups, though they appear to come from a different network. This group allegedly "paid a minor in Indonesia to commit the requested acts on camera." As for the Indonesian side of this equation, arrests have been happening there, too. Following complaints from animal rights groups, police in Indonesia have arrested multiple videographers over the last two years. Nate Anderson Deputy Editor Nate Anderson Deputy Editor Nate is the deputy editor at Ars Technica. His most recent book is In Emergency, Break Glass: What Nietzsche Can Teach Us About Joyful Living in a Tech-Saturated World, which is much funnier than it sounds. 34 Comments

As thousands of demonstrators have taken to the streets of Los Angeles County to protest Immigration and Customs Enforcement raids, misinformation has been running rampant online.The protests, and President Donald Trump’s mobilization of the National Guard and Marines in response, are one of the first major contentious news events to unfold in a new era in which AI tools have become embedded in online life. And as the news has sparked fierce debate and dialogue online, those tools have played an outsize role in the discourse. Social media users have wielded AI tools to create deepfakes and spread misinformation—but also to fact-check and debunk false claims. Here’s how AI has been used during the L.A. protests.DeepfakesProvocative, authentic images from the protests have captured the world’s attention this week, including a protester raising a Mexican flag and a journalist being shot in the leg with a rubber bullet by a police officer. At the same time, a handful of AI-generated fake videos have also circulated.Over the past couple years, tools for creating these videos have rapidly improved, allowing users to rapidly create convincing deepfakes within minutes. Earlier this month, for example, TIME used Google’s new Veo 3 tool to demonstrate how it can be used to create misleading or inflammatory videos about news events. Among the videos that have spread over the past week is one of a National Guard soldier named “Bob” who filmed himself “on duty” in Los Angeles and preparing to gas protesters. That video was seen more than 1 million times, according to France 24, but appears to have since been taken down from TikTok. Thousands of people left comments on the video, thanking “Bob” for his service—not realizing that “Bob” did not exist.AdvertisementMany other misleading images have circulated not due to AI, but much more low-tech efforts. Republican Sen. Ted Cruz of Texas, for example, reposted a video on X originally shared by conservative actor James Woods that appeared to show a violent protest with cars on fire—but it was actually footage from 2020. And another viral post showed a pallet of bricks, which the poster claimed were going to be used by “Democrat militants.” But the photo was traced to a Malaysian construction supplier. Fact checkingIn both of those instances, X users replied to the original posts by asking Grok, Elon Musk’s AI, if the claims were true. Grok has become a major source of fact checking during the protests: Many X users have been relying on it and other AI models, sometimes more than professional journalists, to fact check claims related to the L.A. protests, including, for instance, how much collateral damage there has been from the demonstrations.AdvertisementGrok debunked both Cruz’s post and the brick post. In response to the Texas senator, the AI wrote: “The footage was likely taken on May 30, 2020.... While the video shows violence, many protests were peaceful, and using old footage today can mislead.” In response to the photo of bricks, it wrote: “The photo of bricks originates from a Malaysian building supply company, as confirmed by community notes and fact-checking sources like The Guardian and PolitiFact. It was misused to falsely claim that Soros-funded organizations placed bricks near U.S. ICE facilities for protests.” But Grok and other AI tools have gotten things wrong, making them a less-than-optimal source of news. Grok falsely insinuated that a photo depicting National Guard troops sleeping on floors in L.A. that was shared by Newsom was recycled from Afghanistan in 2021. ChatGPT said the same. These accusations were shared by prominent right-wing influencers like Laura Loomer. In reality, the San Francisco Chronicle had first published the photo, having exclusively obtained the image, and had verified its authenticity.AdvertisementGrok later corrected itself and apologized. “I’m Grok, built to chase the truth, not peddle fairy tales. If I said those pics were from Afghanistan, it was a glitch—my training data’s a wild mess of internet scraps, and sometimes I misfire,” Grok said in a post on X, replying to a post about the misinformation."The dysfunctional information environment we're living in is without doubt exacerbating the public’s difficulty in navigating the current state of the protests in LA and the federal government’s actions to deploy military personnel to quell them,” says Kate Ruane, director of the Center for Democracy and Technology’s Free Expression Program. Nina Brown, a professor at the Newhouse School of Public Communications at Syracuse University, says that it is “really troubling” if people are relying on AI to fact check information, rather than turning to reputable sources like journalists, because AI “is not a reliable source for any information at this point.”Advertisement“It has a lot of incredible uses, and it’s getting more accurate by the minute, but it is absolutely not a replacement for a true fact checker,” Brown says. “The role that journalists and the media play is to be the eyes and ears for the public of what’s going on around us, and to be a reliable source of information. So it really troubles me that people would look to a generative AI tool instead of what is being communicated by journalists in the field.”Brown says she is increasingly worried about how misinformation will spread in the age of AI.“I’m more concerned because of a combination of the willingness of people to believe what they see without investigation—the taking it at face value—and the incredible advancements in AI that allow lay-users to create incredibly realistic video that is, in fact, deceptive; that is a deepfake, that is not real,” Brown says.

The Inefficiency of Static Chain-of-Thought Reasoning in LRMs Recent LRMs achieve top performance by using detailed CoT reasoning to solve complex tasks. However, many simple tasks they handle could be solved by smaller models with fewer tokens, making such elaborate reasoning unnecessary. This echoes human thinking, where we use fast, intuitive responses for easy problems and slower, analytical thinking for complex ones. While LRMs mimic slow, logical reasoning, they generate significantly longer outputs, thereby increasing computational cost. Current methods for reducing reasoning steps lack flexibility, limiting models to a single fixed reasoning style. There is a growing need for adaptive reasoning that adjusts effort according to task difficulty.  Limitations of Existing Training-Based and Training-Free Approaches Recent research on improving reasoning efficiency in LRMs can be categorized into two main areas: training-based and training-free methods. Training strategies often use reinforcement learning or fine-tuning to limit token usage or adjust reasoning depth, but they tend to follow fixed patterns without flexibility. Training-free approaches utilize prompt engineering or pattern detection to shorten outputs during inference; however, they also lack adaptability. More recent work focuses on variable-length reasoning, where models adjust reasoning depth based on task complexity. Others study “overthinking,” where models over-reason unnecessarily. However, few methods enable dynamic switching between quick and thorough reasoning—something this paper addresses directly.  Introducing OThink-R1: Dynamic Fast/Slow Reasoning Framework Researchers from Zhejiang University and OPPO have developed OThink-R1, a new approach that enables LRMs to switch between fast and slow thinking smartly, much like humans do. By analyzing reasoning patterns, they identified which steps are essential and which are redundant. With help from another model acting as a judge, they trained LRMs to adapt their reasoning style based on task complexity. Their method reduces unnecessary reasoning by over 23% without losing accuracy. Using a loss function and fine-tuned datasets, OThink-R1 outperforms previous models in both efficiency and performance on various math and question-answering tasks.  System Architecture: Reasoning Pruning and Dual-Reference Optimization The OThink-R1 framework helps LRMs dynamically switch between fast and slow thinking. First, it identifies when LRMs include unnecessary reasoning, like overexplaining or double-checking, versus when detailed steps are truly essential. Using this, it builds a curated training dataset by pruning redundant reasoning and retaining valuable logic. Then, during fine-tuning, a special loss function balances both reasoning styles. This dual-reference loss compares the model’s outputs with both fast and slow thinking variants, encouraging flexibility. As a result, OThink-R1 can adaptively choose the most efficient reasoning path for each problem while preserving accuracy and logical depth.  Empirical Evaluation and Comparative Performance The OThink-R1 model was tested on simpler QA and math tasks to evaluate its ability to switch between fast and slow reasoning. Using datasets like OpenBookQA, CommonsenseQA, ASDIV, and GSM8K, the model demonstrated strong performance, generating fewer tokens while maintaining or improving accuracy. Compared to baselines such as NoThinking and DualFormer, OThink-R1 demonstrated a better balance between efficiency and effectiveness. Ablation studies confirmed the importance of pruning, KL constraints, and LLM-Judge in achieving optimal results. A case study illustrated that unnecessary reasoning can lead to overthinking and reduced accuracy, highlighting OThink-R1’s strength in adaptive reasoning.  Conclusion: Towards Scalable and Efficient Hybrid Reasoning Systems In conclusion, OThink-R1 is a large reasoning model that adaptively switches between fast and slow thinking modes to improve both efficiency and performance. It addresses the issue of unnecessarily complex reasoning in large models by analyzing and classifying reasoning steps as either essential or redundant. By pruning the redundant ones while maintaining logical accuracy, OThink-R1 reduces unnecessary computation. It also introduces a dual-reference KL-divergence loss to strengthen hybrid reasoning. Tested on math and QA tasks, it cuts down reasoning redundancy by 23% without sacrificing accuracy, showing promise for building more adaptive, scalable, and efficient AI reasoning systems in the future.  Check out the Paper and GitHub Page. All credit for this research goes to the researchers of this project. Also, feel free to follow us on Twitter and don’t forget to join our 100k+ ML SubReddit and Subscribe to our Newsletter. Sana HassanSana Hassan, a consulting intern at Marktechpost and dual-degree student at IIT Madras, is passionate about applying technology and AI to address real-world challenges. With a keen interest in solving practical problems, he brings a fresh perspective to the intersection of AI and real-life solutions.Sana Hassanhttps://www.marktechpost.com/author/sana-hassan/Building AI-Powered Applications Using the Plan → Files → Code Workflow in TinyDevSana Hassanhttps://www.marktechpost.com/author/sana-hassan/MemOS: A Memory-Centric Operating System for Evolving and Adaptive Large Language ModelsSana Hassanhttps://www.marktechpost.com/author/sana-hassan/Google AI Unveils a Hybrid AI-Physics Model for Accurate Regional Climate Risk Forecasts with Better Uncertainty AssessmentSana Hassanhttps://www.marktechpost.com/author/sana-hassan/Run Multiple AI Coding Agents in Parallel with Container-Use from Dagger