• Range Rover's new logo is an absolute disaster, and this so-called "confident and contemporary" rebrand is just a desperate attempt to cover up the fact that their vehicles are losing touch with what truly matters. Are they trying to justify this ridiculous redesign as innovative? It's embarrassing! Instead of focusing on quality and performance, they waste time and resources on superficial changes that won’t fool anyone. This is not a rebranding; it's a PR stunt that reveals how out of touch they are with their loyal customer base. Range Rover needs to get their act together and remember that true luxury comes from substance, not flashy logos or trendy gimmicks.

    #RangeRover #Rebranding #CarIndustry #LuxuryCars #DesignFail
    Range Rover's new logo is an absolute disaster, and this so-called "confident and contemporary" rebrand is just a desperate attempt to cover up the fact that their vehicles are losing touch with what truly matters. Are they trying to justify this ridiculous redesign as innovative? It's embarrassing! Instead of focusing on quality and performance, they waste time and resources on superficial changes that won’t fool anyone. This is not a rebranding; it's a PR stunt that reveals how out of touch they are with their loyal customer base. Range Rover needs to get their act together and remember that true luxury comes from substance, not flashy logos or trendy gimmicks. #RangeRover #Rebranding #CarIndustry #LuxuryCars #DesignFail
    WWW.CREATIVEBLOQ.COM
    Range Rover's controversial new logo is only the beginning of its new look
    More details of the brand's "confident and contemporary" rebrand have emerged.
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  • Ah, "Power Line Patrols: The Grid’s Eye in the Sky" — because nothing says excitement like watching power lines from above. Who needs to follow the latest TikTok dance trends when you can track the thrilling escapades of utility vehicles patrolling our electrifying infrastructure? Forget air traffic — the real drama is in the hum of electricity and the occasional flutter of a bird dodging a high-voltage wire. Who knew that the real "eye in the sky" would be monitoring lines instead of planes? Next time you’re bored, maybe check out some power patrols — just don’t forget your popcorn for this electrifying show!

    #PowerLinePatrols #UtilityDrama #ElectricEntertainment #GridWatchers #SkyHighThrills
    Ah, "Power Line Patrols: The Grid’s Eye in the Sky" — because nothing says excitement like watching power lines from above. Who needs to follow the latest TikTok dance trends when you can track the thrilling escapades of utility vehicles patrolling our electrifying infrastructure? Forget air traffic — the real drama is in the hum of electricity and the occasional flutter of a bird dodging a high-voltage wire. Who knew that the real "eye in the sky" would be monitoring lines instead of planes? Next time you’re bored, maybe check out some power patrols — just don’t forget your popcorn for this electrifying show! #PowerLinePatrols #UtilityDrama #ElectricEntertainment #GridWatchers #SkyHighThrills
    HACKADAY.COM
    Power Line Patrols: The Grid’s Eye in the Sky
    Those of us who like to monitor air traffic with ADS-B aggregators such as FlightAware and ADS-B Exchange tend to see some interesting flight paths. I’m not talking about the …read more
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  • The new Tron: Ares trailer is out. It looks decent, I guess. The visuals with Tron vehicles and characters are kind of cool, but… oh, right, Jared Leto is in it. I totally forgot about that. Not sure how I feel about him being the main star. Anyway, it could be a different take on the whole franchise, but I’m not really excited. Just another movie, I suppose.

    #TronAres #JaredLeto #Disney #SciFi #MovieTrailer
    The new Tron: Ares trailer is out. It looks decent, I guess. The visuals with Tron vehicles and characters are kind of cool, but… oh, right, Jared Leto is in it. I totally forgot about that. Not sure how I feel about him being the main star. Anyway, it could be a different take on the whole franchise, but I’m not really excited. Just another movie, I suppose. #TronAres #JaredLeto #Disney #SciFi #MovieTrailer
    KOTAKU.COM
    New Tron: Ares Trailer Looks Good...Ah, Damn, I Forgot Jared Leto Is In It
    The first official trailer for Tron: Ares is here, and it looks like a different but possibly very cool installment in Disney’s cult classic sci-fi franchise. Seeing Tron vehicles and characters enter the real world is neat and—Oh damn it, I totally
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  • In the shadows of innovation, General Motors stands at a crossroads, mirroring the strategies of a distant land. As they unveil their final EV battery plans, the promise of affordable electric vehicles feels like a fleeting dream, slipping away just as hope begins to bloom. The whispers of super cheap cells echo, but the heart aches with the weight of unfulfilled desires. How long until the light we seek breaks through the veil of uncertainty? The loneliness of anticipation is overwhelming, as we yearn for a brighter future that remains just out of reach.

    #ElectricVehicles #GM #BatteryTechnology #Hope #Loneliness
    In the shadows of innovation, General Motors stands at a crossroads, mirroring the strategies of a distant land. As they unveil their final EV battery plans, the promise of affordable electric vehicles feels like a fleeting dream, slipping away just as hope begins to bloom. 🌧️ The whispers of super cheap cells echo, but the heart aches with the weight of unfulfilled desires. How long until the light we seek breaks through the veil of uncertainty? The loneliness of anticipation is overwhelming, as we yearn for a brighter future that remains just out of reach. 💔 #ElectricVehicles #GM #BatteryTechnology #Hope #Loneliness
    GM’s Final EV Battery Strategy Copies China’s Playbook: Super Cheap Cells
    General Motors’ homemade version of the low-cost power option favored by China’s auto industry will hit three years before its super-energy-dense tech arrives—and could bring affordable US EVs sooner.
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  • In the grand circus of Mario Kart, where we all pretend that Baby Mario can outmaneuver Bowser, it seems the key to victory is not just skill, but the mystical art of vehicle selection. Because nothing says "I’m a serious racer" quite like zooming past the finish line in a Dolphin Dasher, right? Who knew that the difference between a gold trophy and a banana peel was merely choosing the right set of wheels? So, if you’re still racing around in that rusty old kart, it might be time to reconsider your life choices. After all, in a world where characters and vehicles are as absurd as they are colorful, why not let a cartoon dolphin dictate your destiny? #MarioKart #VehicleChoice #GamingHum
    In the grand circus of Mario Kart, where we all pretend that Baby Mario can outmaneuver Bowser, it seems the key to victory is not just skill, but the mystical art of vehicle selection. Because nothing says "I’m a serious racer" quite like zooming past the finish line in a Dolphin Dasher, right? Who knew that the difference between a gold trophy and a banana peel was merely choosing the right set of wheels? So, if you’re still racing around in that rusty old kart, it might be time to reconsider your life choices. After all, in a world where characters and vehicles are as absurd as they are colorful, why not let a cartoon dolphin dictate your destiny? #MarioKart #VehicleChoice #GamingHum
    KOTAKU.COM
    Dominating Online In Mario Kart World Is Easier With The Right Vehicle Choice
    The abundance of characters and vehicles to race with is one of the great joys of Mario Kart World. Who wouldn’t want to drive around as Baby Mario or grind some rails as a Dolphin riding on the identical-looking Dolphin Dasher? Not every character o
    1 Yorumlar 0 hisse senetleri 0 önizleme
  • Walking on Arrakis? Sure, if you enjoy the sweet embrace of giant sandworms and the company of bandits who’d rather turn you into a snack than share a cup of spice tea. Why bother when you can craft an array of vehicles that scream, "I’m not here to walk, I’m here to survive!"? Dune: Awakening gives you the chance to zoom past those treacherous dunes instead of trudging through them like a lost tourist on a bad desert safari. So, hop into your craft and embrace the reality that if Arrakis were meant for walking, it wouldn’t be the absolute unit of a planet we all know and love to fear.

    #DuneAwakening #Arrakis #GamingHumor
    Walking on Arrakis? Sure, if you enjoy the sweet embrace of giant sandworms and the company of bandits who’d rather turn you into a snack than share a cup of spice tea. Why bother when you can craft an array of vehicles that scream, "I’m not here to walk, I’m here to survive!"? Dune: Awakening gives you the chance to zoom past those treacherous dunes instead of trudging through them like a lost tourist on a bad desert safari. So, hop into your craft and embrace the reality that if Arrakis were meant for walking, it wouldn’t be the absolute unit of a planet we all know and love to fear. #DuneAwakening #Arrakis #GamingHumor
    KOTAKU.COM
    Arrakis Ain't Made For Walking, So Here Are All The Vehicles You Can Craft In Dune: Awakening
    Have you seen the size of Arrakis? It’s an absolute unit of a planet, covered primarily in rock and desert, with giant sandworms, spaceships, and bandits who all want you dead. It’s not a happy place. And if you were forced to walk every step of the
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  • This Week's Tips For Helldivers 2, Monster Hunter Wilds, Oblivion Remastered, And More

    Start SlideshowStart SlideshowImage: The Pokémon Company, Arrowhead Game Studios, Blizzard, The Pokémon Company, Screenshot: Capcom / Samuel Moreno / Kotaku, Bethesda / Brandon Morgan / Kotaku, Nintendo, Bethesda / Brandon Morgan / Kotaku, Capcom / Samuel Moreno / KotakuYou know what we all need sometimes? A little advice. How do I plan for a future that’s so uncertain? Will AI take my job? If I go back to school and use AI to cheat, will I graduate and work for an AI boss? We can’t help you with any of that. But what we can do is provide some tips for Helldivers 2, Monster Hunter Wilds, Oblivion Remastered, and other great games. So, read on for that stuff, and maybe ask ChatGPT about those other things.Previous SlideNext SlideList slidesDon’t Rely On Ex Pokémon In Pokémon TCG Pocket AnymoreImage: The Pokémon CompanyDuring the initial months of Pokémon TCG Pocket, ex monsters dominated the competitive landscape. These monsters arestronger than their non-ex counterparts, and they can come with game-changing abilities that determine how your entire deck plays. In the past, players could create frustratingly fearsome decks consisting of two ex Pokémon supported by trainer and item cards. However, unless you pair together very specific ex Pokémon, you’ll now find yourself losing nearly every game you play. - Timothy Monbleau Read MorePrevious SlideNext SlideList slidesPlease, For The Love Of God, Defeat All Illuminate Stingrays In Helldivers 2Image: Arrowhead Game StudiosYou know what? Screw the Illuminate. I played round after round trying to get the Stingrays, also known as an Interloper, to spawn at least once, and those damn Overseers and Harvesters kept walking up and rocking me. In the end, I was victorious. A Stingray approached the airspace with reckless abandon, swooping in with practiced ease as it unloaded a barrage of molten death beams upon my head, and you know what happened? I died. A few times. But eventually, I managed to pop a shot off and I quickly discovered how to defeat Illuminate Stingrays in Helldivers 2. - Brandon Morgan Read MorePrevious SlideNext SlideList slidesDefeating Monster Hunter Wilds’ Demi Elder Dragon Might Be The Game’s Hardest Challenge So FarScreenshot: Capcom / Samuel Moreno / KotakuAlthough Zoh Shia is the thematic boss of Monster Hunter Wilds, other beasts can put up a tougher fight. Gore Magalaare easily in contention for being the most deadly enemies in the game. Not much is more threatening than their high mobility, powerful attacks, and unique Frenzy ailment that forms the basis for your Corrupted Mantle. - Samuel Moreno Read MorePrevious SlideNext SlideList slidesDon’t Forget To Play ‘The Shivering Isles’ Expansion In Oblivion RemasteredScreenshot: Bethesda / Brandon Morgan / KotakuWhether you’ve played the original Oblivion or not, chances are you’ve heard tales of the oddities awaiting you in the Shivering Isles. This expansion—the largest one for the open-world RPG—features a land of madness under the unyielding control of Sheogorath. It’s a beautiful world, yet so immensely wrong. But that’s why this DLC is one of the best in the franchise, so no matter how many hours you may have already put into the main story and the main world, you don’t want to miss this expansion. - Brandon Morgan Read MorePrevious SlideNext SlideList slidesHow Long Of A Ride Is Mario Kart World?Screenshot: NintendoThe Mario Kart franchise has been entertaining us all for decades—even with sibling fights and fits of rage over losing a race from a blue shell at the last second—but Mario Kart World is the first game to go open world. There hasn’t been a truly new entry in the series since 2014's Mario Kart 8, so being stoked to dive into this exciting adventure is perfectly reasonable. Equally reasonable, especially given the game’s controversial price tag, is to wonder how long it’ll take to beat and what type of replayability it offers. Let’s talk about it. - Billy Givens Read MorePrevious SlideNext SlideList slidesMario Kart World Players Are Exploiting Free Roam To Quickly Farm CoinsGif: Nintendo / FannaWuck / KotakuMario Kart World is full of cool stunts and lots of things to unlock, like new characters, costumes, and vehicles. The last of those requires accumulating a certain number of coins during your time with the Switch 2 exclusive, and while you could do that the normal way by just playing tons of races, you can also use the latest entry’s open world to farm coins faster or even while being completely AFK. - Ethan Gach Read MorePrevious SlideNext SlideList slidesOblivion Remastered’s Best Side Quest Is A World Within A WorldScreenshot: Bethesda / Brandon Morgan / KotakuIt’s been a long time since I kept a spreadsheet for a video game, or even notes beyond what I need for work. I had one for the original Oblivion run back in my school days. Back then, I knew where to find every side quest in the game. There were over 250. Still are, but now they’re enhanced, beautified for the modern gamer. One side quest retains its crown as the best, despite the game’s age. “A Brush With Death” is Oblivion Remastered’s best side quest by far, and here’s how to find and beat it! - Brandon Morgan Read MorePrevious SlideNext SlideList slidesDiablo IV: How To Power Level Your Way To Season 8's EndgameImage: BlizzardWhether you’re running a new build, trying out a new class, or returning to Diablo IV after an extended break,Whatever the case, learning how to level up fast in Diablo IV should help you check out everything new this season, along with hitting endgame so that your friends don’t cruelly make fun of you! - Brandon Morgan Read MorePrevious SlideNext SlideList slidesThe 5 Strongest Non-Ex Pokémon To Use In Pokémon TCG PocketImage: The Pokémon CompanyIt’s official: ex Pokémon no longer rule unchallenged Pokémon TCG Pocket. While these powerful cards are still prevalent in the competitive landscape, the rise of ex-specific counters have made many of these monsters risky to bring. It’s never been more vital to find strong Pokémon that are unburdened by the ex label, but who should you use? - Timothy Monbleau Read MorePrevious SlideNext SlideList slidesSome Of The Coolest Monster Hunter Wilds Armor Can Be Yours If You Collect Enough CoinsScreenshot: Capcom / Samuel Moreno / KotakuIt goes without saying that Monster Hunter Wilds has a lot of equipment materials to keep track of. The Title 1 Update increased the amount with the likes of Mizutsune parts and the somewhat obscurely named Pinnacle Coins. While it’s easy to know what the monster parts can be used for, the same can’t be said for a coin. Making things more complicated is that the related equipment isn’t unlocked all at once. - Samuel Moreno Read More
    #this #week039s #tips #helldivers #monster
    This Week's Tips For Helldivers 2, Monster Hunter Wilds, Oblivion Remastered, And More
    Start SlideshowStart SlideshowImage: The Pokémon Company, Arrowhead Game Studios, Blizzard, The Pokémon Company, Screenshot: Capcom / Samuel Moreno / Kotaku, Bethesda / Brandon Morgan / Kotaku, Nintendo, Bethesda / Brandon Morgan / Kotaku, Capcom / Samuel Moreno / KotakuYou know what we all need sometimes? A little advice. How do I plan for a future that’s so uncertain? Will AI take my job? If I go back to school and use AI to cheat, will I graduate and work for an AI boss? We can’t help you with any of that. But what we can do is provide some tips for Helldivers 2, Monster Hunter Wilds, Oblivion Remastered, and other great games. So, read on for that stuff, and maybe ask ChatGPT about those other things.Previous SlideNext SlideList slidesDon’t Rely On Ex Pokémon In Pokémon TCG Pocket AnymoreImage: The Pokémon CompanyDuring the initial months of Pokémon TCG Pocket, ex monsters dominated the competitive landscape. These monsters arestronger than their non-ex counterparts, and they can come with game-changing abilities that determine how your entire deck plays. In the past, players could create frustratingly fearsome decks consisting of two ex Pokémon supported by trainer and item cards. However, unless you pair together very specific ex Pokémon, you’ll now find yourself losing nearly every game you play. - Timothy Monbleau Read MorePrevious SlideNext SlideList slidesPlease, For The Love Of God, Defeat All Illuminate Stingrays In Helldivers 2Image: Arrowhead Game StudiosYou know what? Screw the Illuminate. I played round after round trying to get the Stingrays, also known as an Interloper, to spawn at least once, and those damn Overseers and Harvesters kept walking up and rocking me. In the end, I was victorious. A Stingray approached the airspace with reckless abandon, swooping in with practiced ease as it unloaded a barrage of molten death beams upon my head, and you know what happened? I died. A few times. But eventually, I managed to pop a shot off and I quickly discovered how to defeat Illuminate Stingrays in Helldivers 2. - Brandon Morgan Read MorePrevious SlideNext SlideList slidesDefeating Monster Hunter Wilds’ Demi Elder Dragon Might Be The Game’s Hardest Challenge So FarScreenshot: Capcom / Samuel Moreno / KotakuAlthough Zoh Shia is the thematic boss of Monster Hunter Wilds, other beasts can put up a tougher fight. Gore Magalaare easily in contention for being the most deadly enemies in the game. Not much is more threatening than their high mobility, powerful attacks, and unique Frenzy ailment that forms the basis for your Corrupted Mantle. - Samuel Moreno Read MorePrevious SlideNext SlideList slidesDon’t Forget To Play ‘The Shivering Isles’ Expansion In Oblivion RemasteredScreenshot: Bethesda / Brandon Morgan / KotakuWhether you’ve played the original Oblivion or not, chances are you’ve heard tales of the oddities awaiting you in the Shivering Isles. This expansion—the largest one for the open-world RPG—features a land of madness under the unyielding control of Sheogorath. It’s a beautiful world, yet so immensely wrong. But that’s why this DLC is one of the best in the franchise, so no matter how many hours you may have already put into the main story and the main world, you don’t want to miss this expansion. - Brandon Morgan Read MorePrevious SlideNext SlideList slidesHow Long Of A Ride Is Mario Kart World?Screenshot: NintendoThe Mario Kart franchise has been entertaining us all for decades—even with sibling fights and fits of rage over losing a race from a blue shell at the last second—but Mario Kart World is the first game to go open world. There hasn’t been a truly new entry in the series since 2014's Mario Kart 8, so being stoked to dive into this exciting adventure is perfectly reasonable. Equally reasonable, especially given the game’s controversial price tag, is to wonder how long it’ll take to beat and what type of replayability it offers. Let’s talk about it. - Billy Givens Read MorePrevious SlideNext SlideList slidesMario Kart World Players Are Exploiting Free Roam To Quickly Farm CoinsGif: Nintendo / FannaWuck / KotakuMario Kart World is full of cool stunts and lots of things to unlock, like new characters, costumes, and vehicles. The last of those requires accumulating a certain number of coins during your time with the Switch 2 exclusive, and while you could do that the normal way by just playing tons of races, you can also use the latest entry’s open world to farm coins faster or even while being completely AFK. - Ethan Gach Read MorePrevious SlideNext SlideList slidesOblivion Remastered’s Best Side Quest Is A World Within A WorldScreenshot: Bethesda / Brandon Morgan / KotakuIt’s been a long time since I kept a spreadsheet for a video game, or even notes beyond what I need for work. I had one for the original Oblivion run back in my school days. Back then, I knew where to find every side quest in the game. There were over 250. Still are, but now they’re enhanced, beautified for the modern gamer. One side quest retains its crown as the best, despite the game’s age. “A Brush With Death” is Oblivion Remastered’s best side quest by far, and here’s how to find and beat it! - Brandon Morgan Read MorePrevious SlideNext SlideList slidesDiablo IV: How To Power Level Your Way To Season 8's EndgameImage: BlizzardWhether you’re running a new build, trying out a new class, or returning to Diablo IV after an extended break,Whatever the case, learning how to level up fast in Diablo IV should help you check out everything new this season, along with hitting endgame so that your friends don’t cruelly make fun of you! - Brandon Morgan Read MorePrevious SlideNext SlideList slidesThe 5 Strongest Non-Ex Pokémon To Use In Pokémon TCG PocketImage: The Pokémon CompanyIt’s official: ex Pokémon no longer rule unchallenged Pokémon TCG Pocket. While these powerful cards are still prevalent in the competitive landscape, the rise of ex-specific counters have made many of these monsters risky to bring. It’s never been more vital to find strong Pokémon that are unburdened by the ex label, but who should you use? - Timothy Monbleau Read MorePrevious SlideNext SlideList slidesSome Of The Coolest Monster Hunter Wilds Armor Can Be Yours If You Collect Enough CoinsScreenshot: Capcom / Samuel Moreno / KotakuIt goes without saying that Monster Hunter Wilds has a lot of equipment materials to keep track of. The Title 1 Update increased the amount with the likes of Mizutsune parts and the somewhat obscurely named Pinnacle Coins. While it’s easy to know what the monster parts can be used for, the same can’t be said for a coin. Making things more complicated is that the related equipment isn’t unlocked all at once. - Samuel Moreno Read More #this #week039s #tips #helldivers #monster
    KOTAKU.COM
    This Week's Tips For Helldivers 2, Monster Hunter Wilds, Oblivion Remastered, And More
    Start SlideshowStart SlideshowImage: The Pokémon Company, Arrowhead Game Studios, Blizzard, The Pokémon Company, Screenshot: Capcom / Samuel Moreno / Kotaku, Bethesda / Brandon Morgan / Kotaku, Nintendo, Bethesda / Brandon Morgan / Kotaku, Capcom / Samuel Moreno / KotakuYou know what we all need sometimes? A little advice. How do I plan for a future that’s so uncertain? Will AI take my job? If I go back to school and use AI to cheat, will I graduate and work for an AI boss? We can’t help you with any of that. But what we can do is provide some tips for Helldivers 2, Monster Hunter Wilds, Oblivion Remastered, and other great games. So, read on for that stuff, and maybe ask ChatGPT about those other things.Previous SlideNext SlideList slidesDon’t Rely On Ex Pokémon In Pokémon TCG Pocket AnymoreImage: The Pokémon CompanyDuring the initial months of Pokémon TCG Pocket, ex monsters dominated the competitive landscape. These monsters are (usually) stronger than their non-ex counterparts, and they can come with game-changing abilities that determine how your entire deck plays. In the past, players could create frustratingly fearsome decks consisting of two ex Pokémon supported by trainer and item cards. However, unless you pair together very specific ex Pokémon, you’ll now find yourself losing nearly every game you play. - Timothy Monbleau Read MorePrevious SlideNext SlideList slidesPlease, For The Love Of God, Defeat All Illuminate Stingrays In Helldivers 2Image: Arrowhead Game StudiosYou know what? Screw the Illuminate. I played round after round trying to get the Stingrays, also known as an Interloper, to spawn at least once, and those damn Overseers and Harvesters kept walking up and rocking me. In the end, I was victorious. A Stingray approached the airspace with reckless abandon, swooping in with practiced ease as it unloaded a barrage of molten death beams upon my head, and you know what happened? I died. A few times. But eventually, I managed to pop a shot off and I quickly discovered how to defeat Illuminate Stingrays in Helldivers 2. - Brandon Morgan Read MorePrevious SlideNext SlideList slidesDefeating Monster Hunter Wilds’ Demi Elder Dragon Might Be The Game’s Hardest Challenge So FarScreenshot: Capcom / Samuel Moreno / KotakuAlthough Zoh Shia is the thematic boss of Monster Hunter Wilds, other beasts can put up a tougher fight. Gore Magala (and especially its Tempered version) are easily in contention for being the most deadly enemies in the game. Not much is more threatening than their high mobility, powerful attacks, and unique Frenzy ailment that forms the basis for your Corrupted Mantle. - Samuel Moreno Read MorePrevious SlideNext SlideList slidesDon’t Forget To Play ‘The Shivering Isles’ Expansion In Oblivion RemasteredScreenshot: Bethesda / Brandon Morgan / KotakuWhether you’ve played the original Oblivion or not, chances are you’ve heard tales of the oddities awaiting you in the Shivering Isles. This expansion—the largest one for the open-world RPG—features a land of madness under the unyielding control of Sheogorath. It’s a beautiful world, yet so immensely wrong. But that’s why this DLC is one of the best in the franchise, so no matter how many hours you may have already put into the main story and the main world, you don’t want to miss this expansion. - Brandon Morgan Read MorePrevious SlideNext SlideList slidesHow Long Of A Ride Is Mario Kart World?Screenshot: NintendoThe Mario Kart franchise has been entertaining us all for decades—even with sibling fights and fits of rage over losing a race from a blue shell at the last second—but Mario Kart World is the first game to go open world. There hasn’t been a truly new entry in the series since 2014's Mario Kart 8, so being stoked to dive into this exciting adventure is perfectly reasonable. Equally reasonable, especially given the game’s controversial price tag, is to wonder how long it’ll take to beat and what type of replayability it offers. Let’s talk about it. - Billy Givens Read MorePrevious SlideNext SlideList slidesMario Kart World Players Are Exploiting Free Roam To Quickly Farm CoinsGif: Nintendo / FannaWuck / KotakuMario Kart World is full of cool stunts and lots of things to unlock, like new characters, costumes, and vehicles. The last of those requires accumulating a certain number of coins during your time with the Switch 2 exclusive, and while you could do that the normal way by just playing tons of races, you can also use the latest entry’s open world to farm coins faster or even while being completely AFK. - Ethan Gach Read MorePrevious SlideNext SlideList slidesOblivion Remastered’s Best Side Quest Is A World Within A WorldScreenshot: Bethesda / Brandon Morgan / KotakuIt’s been a long time since I kept a spreadsheet for a video game, or even notes beyond what I need for work. I had one for the original Oblivion run back in my school days. Back then, I knew where to find every side quest in the game. There were over 250. Still are, but now they’re enhanced, beautified for the modern gamer. One side quest retains its crown as the best, despite the game’s age. “A Brush With Death” is Oblivion Remastered’s best side quest by far, and here’s how to find and beat it! - Brandon Morgan Read MorePrevious SlideNext SlideList slidesDiablo IV: How To Power Level Your Way To Season 8's EndgameImage: BlizzardWhether you’re running a new build, trying out a new class, or returning to Diablo IV after an extended break, (a break in which you were likely playing Path of Exile 2, right? I know I wasn’t alone in farming Exalted Orbs!) Whatever the case, learning how to level up fast in Diablo IV should help you check out everything new this season, along with hitting endgame so that your friends don’t cruelly make fun of you! - Brandon Morgan Read MorePrevious SlideNext SlideList slidesThe 5 Strongest Non-Ex Pokémon To Use In Pokémon TCG PocketImage: The Pokémon CompanyIt’s official: ex Pokémon no longer rule unchallenged Pokémon TCG Pocket. While these powerful cards are still prevalent in the competitive landscape, the rise of ex-specific counters have made many of these monsters risky to bring. It’s never been more vital to find strong Pokémon that are unburdened by the ex label, but who should you use? - Timothy Monbleau Read MorePrevious SlideNext SlideList slidesSome Of The Coolest Monster Hunter Wilds Armor Can Be Yours If You Collect Enough CoinsScreenshot: Capcom / Samuel Moreno / KotakuIt goes without saying that Monster Hunter Wilds has a lot of equipment materials to keep track of. The Title 1 Update increased the amount with the likes of Mizutsune parts and the somewhat obscurely named Pinnacle Coins. While it’s easy to know what the monster parts can be used for, the same can’t be said for a coin. Making things more complicated is that the related equipment isn’t unlocked all at once. - Samuel Moreno Read More
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  • Air-Conditioning Can Help the Power Grid instead of Overloading It

    June 13, 20256 min readAir-Conditioning Can Surprisingly Help the Power Grid during Extreme HeatSwitching on air-conditioning during extreme heat doesn’t have to make us feel guilty—it can actually boost power grid reliability and help bring more renewable energy onlineBy Johanna Mathieu & The Conversation US Imagedepotpro/Getty ImagesThe following essay is reprinted with permission from The Conversation, an online publication covering the latest research.As summer arrives, people are turning on air conditioners in most of the U.S. But if you’re like me, you always feel a little guilty about that. Past generations managed without air conditioning – do I really need it? And how bad is it to use all this electricity for cooling in a warming world?If I leave my air conditioner off, I get too hot. But if everyone turns on their air conditioner at the same time, electricity demand spikes, which can force power grid operators to activate some of the most expensive, and dirtiest, power plants. Sometimes those spikes can ask too much of the grid and lead to brownouts or blackouts.On supporting science journalismIf you're enjoying this article, consider supporting our award-winning journalism by subscribing. By purchasing a subscription you are helping to ensure the future of impactful stories about the discoveries and ideas shaping our world today.Research I recently published with a team of scholars makes me feel a little better, though. We have found that it is possible to coordinate the operation of large numbers of home air-conditioning units, balancing supply and demand on the power grid – and without making people endure high temperatures inside their homes.Studies along these lines, using remote control of air conditioners to support the grid, have for many years explored theoretical possibilities like this. However, few approaches have been demonstrated in practice and never for such a high-value application and at this scale. The system we developed not only demonstrated the ability to balance the grid on timescales of seconds, but also proved it was possible to do so without affecting residents’ comfort.The benefits include increasing the reliability of the power grid, which makes it easier for the grid to accept more renewable energy. Our goal is to turn air conditioners from a challenge for the power grid into an asset, supporting a shift away from fossil fuels toward cleaner energy.Adjustable equipmentMy research focuses on batteries, solar panels and electric equipment – such as electric vehicles, water heaters, air conditioners and heat pumps – that can adjust itself to consume different amounts of energy at different times.Originally, the U.S. electric grid was built to transport electricity from large power plants to customers’ homes and businesses. And originally, power plants were large, centralized operations that burned coal or natural gas, or harvested energy from nuclear reactions. These plants were typically always available and could adjust how much power they generated in response to customer demand, so the grid would be balanced between power coming in from producers and being used by consumers.But the grid has changed. There are more renewable energy sources, from which power isn’t always available – like solar panels at night or wind turbines on calm days. And there are the devices and equipment I study. These newer options, called “distributed energy resources,” generate or store energy near where consumers need it – or adjust how much energy they’re using in real time.One aspect of the grid hasn’t changed, though: There’s not much storage built into the system. So every time you turn on a light, for a moment there’s not enough electricity to supply everything that wants it right then: The grid needs a power producer to generate a little more power. And when you turn off a light, there’s a little too much: A power producer needs to ramp down.The way power plants know what real-time power adjustments are needed is by closely monitoring the grid frequency. The goal is to provide electricity at a constant frequency – 60 hertz – at all times. If more power is needed than is being produced, the frequency drops and a power plant boosts output. If there’s too much power being produced, the frequency rises and a power plant slows production a little. These actions, a process called “frequency regulation,” happen in a matter of seconds to keep the grid balanced.This output flexibility, primarily from power plants, is key to keeping the lights on for everyone.Finding new optionsI’m interested in how distributed energy resources can improve flexibility in the grid. They can release more energy, or consume less, to respond to the changing supply or demand, and help balance the grid, ensuring the frequency remains near 60 hertz.Some people fear that doing so might be invasive, giving someone outside your home the ability to control your battery or air conditioner. Therefore, we wanted to see if we could help balance the grid with frequency regulation using home air-conditioning units rather than power plants – without affecting how residents use their appliances or how comfortable they are in their homes.From 2019 to 2023, my group at the University of Michigan tried this approach, in collaboration with researchers at Pecan Street Inc., Los Alamos National Laboratory and the University of California, Berkeley, with funding from the U.S. Department of Energy Advanced Research Projects Agency-Energy.We recruited 100 homeowners in Austin, Texas, to do a real-world test of our system. All the homes had whole-house forced-air cooling systems, which we connected to custom control boards and sensors the owners allowed us to install in their homes. This equipment let us send instructions to the air-conditioning units based on the frequency of the grid.Before I explain how the system worked, I first need to explain how thermostats work. When people set thermostats, they pick a temperature, and the thermostat switches the air-conditioning compressor on and off to maintain the air temperature within a small range around that set point. If the temperature is set at 68 degrees, the thermostat turns the AC on when the temperature is, say, 70, and turns it off when it’s cooled down to, say, 66.Every few seconds, our system slightly changed the timing of air-conditioning compressor switching for some of the 100 air conditioners, causing the units’ aggregate power consumption to change. In this way, our small group of home air conditioners reacted to grid changes the way a power plant would – using more or less energy to balance the grid and keep the frequency near 60 hertz.Moreover, our system was designed to keep home temperatures within the same small temperature range around the set point.Testing the approachWe ran our system in four tests, each lasting one hour. We found two encouraging results.First, the air conditioners were able to provide frequency regulation at least as accurately as a traditional power plant. Therefore, we showed that air conditioners could play a significant role in increasing grid flexibility. But perhaps more importantly – at least in terms of encouraging people to participate in these types of systems – we found that we were able to do so without affecting people’s comfort in their homes.We found that home temperatures did not deviate more than 1.6 Fahrenheit from their set point. Homeowners were allowed to override the controls if they got uncomfortable, but most didn’t. For most tests, we received zero override requests. In the worst case, we received override requests from two of the 100 homes in our test.In practice, this sort of technology could be added to commercially available internet-connected thermostats. In exchange for credits on their energy bills, users could choose to join a service run by the thermostat company, their utility provider or some other third party.Then people could turn on the air conditioning in the summer heat without that pang of guilt, knowing they were helping to make the grid more reliable and more capable of accommodating renewable energy sources – without sacrificing their own comfort in the process.This article was originally published on The Conversation. Read the original article.
    #airconditioning #can #help #power #grid
    Air-Conditioning Can Help the Power Grid instead of Overloading It
    June 13, 20256 min readAir-Conditioning Can Surprisingly Help the Power Grid during Extreme HeatSwitching on air-conditioning during extreme heat doesn’t have to make us feel guilty—it can actually boost power grid reliability and help bring more renewable energy onlineBy Johanna Mathieu & The Conversation US Imagedepotpro/Getty ImagesThe following essay is reprinted with permission from The Conversation, an online publication covering the latest research.As summer arrives, people are turning on air conditioners in most of the U.S. But if you’re like me, you always feel a little guilty about that. Past generations managed without air conditioning – do I really need it? And how bad is it to use all this electricity for cooling in a warming world?If I leave my air conditioner off, I get too hot. But if everyone turns on their air conditioner at the same time, electricity demand spikes, which can force power grid operators to activate some of the most expensive, and dirtiest, power plants. Sometimes those spikes can ask too much of the grid and lead to brownouts or blackouts.On supporting science journalismIf you're enjoying this article, consider supporting our award-winning journalism by subscribing. By purchasing a subscription you are helping to ensure the future of impactful stories about the discoveries and ideas shaping our world today.Research I recently published with a team of scholars makes me feel a little better, though. We have found that it is possible to coordinate the operation of large numbers of home air-conditioning units, balancing supply and demand on the power grid – and without making people endure high temperatures inside their homes.Studies along these lines, using remote control of air conditioners to support the grid, have for many years explored theoretical possibilities like this. However, few approaches have been demonstrated in practice and never for such a high-value application and at this scale. The system we developed not only demonstrated the ability to balance the grid on timescales of seconds, but also proved it was possible to do so without affecting residents’ comfort.The benefits include increasing the reliability of the power grid, which makes it easier for the grid to accept more renewable energy. Our goal is to turn air conditioners from a challenge for the power grid into an asset, supporting a shift away from fossil fuels toward cleaner energy.Adjustable equipmentMy research focuses on batteries, solar panels and electric equipment – such as electric vehicles, water heaters, air conditioners and heat pumps – that can adjust itself to consume different amounts of energy at different times.Originally, the U.S. electric grid was built to transport electricity from large power plants to customers’ homes and businesses. And originally, power plants were large, centralized operations that burned coal or natural gas, or harvested energy from nuclear reactions. These plants were typically always available and could adjust how much power they generated in response to customer demand, so the grid would be balanced between power coming in from producers and being used by consumers.But the grid has changed. There are more renewable energy sources, from which power isn’t always available – like solar panels at night or wind turbines on calm days. And there are the devices and equipment I study. These newer options, called “distributed energy resources,” generate or store energy near where consumers need it – or adjust how much energy they’re using in real time.One aspect of the grid hasn’t changed, though: There’s not much storage built into the system. So every time you turn on a light, for a moment there’s not enough electricity to supply everything that wants it right then: The grid needs a power producer to generate a little more power. And when you turn off a light, there’s a little too much: A power producer needs to ramp down.The way power plants know what real-time power adjustments are needed is by closely monitoring the grid frequency. The goal is to provide electricity at a constant frequency – 60 hertz – at all times. If more power is needed than is being produced, the frequency drops and a power plant boosts output. If there’s too much power being produced, the frequency rises and a power plant slows production a little. These actions, a process called “frequency regulation,” happen in a matter of seconds to keep the grid balanced.This output flexibility, primarily from power plants, is key to keeping the lights on for everyone.Finding new optionsI’m interested in how distributed energy resources can improve flexibility in the grid. They can release more energy, or consume less, to respond to the changing supply or demand, and help balance the grid, ensuring the frequency remains near 60 hertz.Some people fear that doing so might be invasive, giving someone outside your home the ability to control your battery or air conditioner. Therefore, we wanted to see if we could help balance the grid with frequency regulation using home air-conditioning units rather than power plants – without affecting how residents use their appliances or how comfortable they are in their homes.From 2019 to 2023, my group at the University of Michigan tried this approach, in collaboration with researchers at Pecan Street Inc., Los Alamos National Laboratory and the University of California, Berkeley, with funding from the U.S. Department of Energy Advanced Research Projects Agency-Energy.We recruited 100 homeowners in Austin, Texas, to do a real-world test of our system. All the homes had whole-house forced-air cooling systems, which we connected to custom control boards and sensors the owners allowed us to install in their homes. This equipment let us send instructions to the air-conditioning units based on the frequency of the grid.Before I explain how the system worked, I first need to explain how thermostats work. When people set thermostats, they pick a temperature, and the thermostat switches the air-conditioning compressor on and off to maintain the air temperature within a small range around that set point. If the temperature is set at 68 degrees, the thermostat turns the AC on when the temperature is, say, 70, and turns it off when it’s cooled down to, say, 66.Every few seconds, our system slightly changed the timing of air-conditioning compressor switching for some of the 100 air conditioners, causing the units’ aggregate power consumption to change. In this way, our small group of home air conditioners reacted to grid changes the way a power plant would – using more or less energy to balance the grid and keep the frequency near 60 hertz.Moreover, our system was designed to keep home temperatures within the same small temperature range around the set point.Testing the approachWe ran our system in four tests, each lasting one hour. We found two encouraging results.First, the air conditioners were able to provide frequency regulation at least as accurately as a traditional power plant. Therefore, we showed that air conditioners could play a significant role in increasing grid flexibility. But perhaps more importantly – at least in terms of encouraging people to participate in these types of systems – we found that we were able to do so without affecting people’s comfort in their homes.We found that home temperatures did not deviate more than 1.6 Fahrenheit from their set point. Homeowners were allowed to override the controls if they got uncomfortable, but most didn’t. For most tests, we received zero override requests. In the worst case, we received override requests from two of the 100 homes in our test.In practice, this sort of technology could be added to commercially available internet-connected thermostats. In exchange for credits on their energy bills, users could choose to join a service run by the thermostat company, their utility provider or some other third party.Then people could turn on the air conditioning in the summer heat without that pang of guilt, knowing they were helping to make the grid more reliable and more capable of accommodating renewable energy sources – without sacrificing their own comfort in the process.This article was originally published on The Conversation. Read the original article. #airconditioning #can #help #power #grid
    WWW.SCIENTIFICAMERICAN.COM
    Air-Conditioning Can Help the Power Grid instead of Overloading It
    June 13, 20256 min readAir-Conditioning Can Surprisingly Help the Power Grid during Extreme HeatSwitching on air-conditioning during extreme heat doesn’t have to make us feel guilty—it can actually boost power grid reliability and help bring more renewable energy onlineBy Johanna Mathieu & The Conversation US Imagedepotpro/Getty ImagesThe following essay is reprinted with permission from The Conversation, an online publication covering the latest research.As summer arrives, people are turning on air conditioners in most of the U.S. But if you’re like me, you always feel a little guilty about that. Past generations managed without air conditioning – do I really need it? And how bad is it to use all this electricity for cooling in a warming world?If I leave my air conditioner off, I get too hot. But if everyone turns on their air conditioner at the same time, electricity demand spikes, which can force power grid operators to activate some of the most expensive, and dirtiest, power plants. Sometimes those spikes can ask too much of the grid and lead to brownouts or blackouts.On supporting science journalismIf you're enjoying this article, consider supporting our award-winning journalism by subscribing. By purchasing a subscription you are helping to ensure the future of impactful stories about the discoveries and ideas shaping our world today.Research I recently published with a team of scholars makes me feel a little better, though. We have found that it is possible to coordinate the operation of large numbers of home air-conditioning units, balancing supply and demand on the power grid – and without making people endure high temperatures inside their homes.Studies along these lines, using remote control of air conditioners to support the grid, have for many years explored theoretical possibilities like this. However, few approaches have been demonstrated in practice and never for such a high-value application and at this scale. The system we developed not only demonstrated the ability to balance the grid on timescales of seconds, but also proved it was possible to do so without affecting residents’ comfort.The benefits include increasing the reliability of the power grid, which makes it easier for the grid to accept more renewable energy. Our goal is to turn air conditioners from a challenge for the power grid into an asset, supporting a shift away from fossil fuels toward cleaner energy.Adjustable equipmentMy research focuses on batteries, solar panels and electric equipment – such as electric vehicles, water heaters, air conditioners and heat pumps – that can adjust itself to consume different amounts of energy at different times.Originally, the U.S. electric grid was built to transport electricity from large power plants to customers’ homes and businesses. And originally, power plants were large, centralized operations that burned coal or natural gas, or harvested energy from nuclear reactions. These plants were typically always available and could adjust how much power they generated in response to customer demand, so the grid would be balanced between power coming in from producers and being used by consumers.But the grid has changed. There are more renewable energy sources, from which power isn’t always available – like solar panels at night or wind turbines on calm days. And there are the devices and equipment I study. These newer options, called “distributed energy resources,” generate or store energy near where consumers need it – or adjust how much energy they’re using in real time.One aspect of the grid hasn’t changed, though: There’s not much storage built into the system. So every time you turn on a light, for a moment there’s not enough electricity to supply everything that wants it right then: The grid needs a power producer to generate a little more power. And when you turn off a light, there’s a little too much: A power producer needs to ramp down.The way power plants know what real-time power adjustments are needed is by closely monitoring the grid frequency. The goal is to provide electricity at a constant frequency – 60 hertz – at all times. If more power is needed than is being produced, the frequency drops and a power plant boosts output. If there’s too much power being produced, the frequency rises and a power plant slows production a little. These actions, a process called “frequency regulation,” happen in a matter of seconds to keep the grid balanced.This output flexibility, primarily from power plants, is key to keeping the lights on for everyone.Finding new optionsI’m interested in how distributed energy resources can improve flexibility in the grid. They can release more energy, or consume less, to respond to the changing supply or demand, and help balance the grid, ensuring the frequency remains near 60 hertz.Some people fear that doing so might be invasive, giving someone outside your home the ability to control your battery or air conditioner. Therefore, we wanted to see if we could help balance the grid with frequency regulation using home air-conditioning units rather than power plants – without affecting how residents use their appliances or how comfortable they are in their homes.From 2019 to 2023, my group at the University of Michigan tried this approach, in collaboration with researchers at Pecan Street Inc., Los Alamos National Laboratory and the University of California, Berkeley, with funding from the U.S. Department of Energy Advanced Research Projects Agency-Energy.We recruited 100 homeowners in Austin, Texas, to do a real-world test of our system. All the homes had whole-house forced-air cooling systems, which we connected to custom control boards and sensors the owners allowed us to install in their homes. This equipment let us send instructions to the air-conditioning units based on the frequency of the grid.Before I explain how the system worked, I first need to explain how thermostats work. When people set thermostats, they pick a temperature, and the thermostat switches the air-conditioning compressor on and off to maintain the air temperature within a small range around that set point. If the temperature is set at 68 degrees, the thermostat turns the AC on when the temperature is, say, 70, and turns it off when it’s cooled down to, say, 66.Every few seconds, our system slightly changed the timing of air-conditioning compressor switching for some of the 100 air conditioners, causing the units’ aggregate power consumption to change. In this way, our small group of home air conditioners reacted to grid changes the way a power plant would – using more or less energy to balance the grid and keep the frequency near 60 hertz.Moreover, our system was designed to keep home temperatures within the same small temperature range around the set point.Testing the approachWe ran our system in four tests, each lasting one hour. We found two encouraging results.First, the air conditioners were able to provide frequency regulation at least as accurately as a traditional power plant. Therefore, we showed that air conditioners could play a significant role in increasing grid flexibility. But perhaps more importantly – at least in terms of encouraging people to participate in these types of systems – we found that we were able to do so without affecting people’s comfort in their homes.We found that home temperatures did not deviate more than 1.6 Fahrenheit from their set point. Homeowners were allowed to override the controls if they got uncomfortable, but most didn’t. For most tests, we received zero override requests. In the worst case, we received override requests from two of the 100 homes in our test.In practice, this sort of technology could be added to commercially available internet-connected thermostats. In exchange for credits on their energy bills, users could choose to join a service run by the thermostat company, their utility provider or some other third party.Then people could turn on the air conditioning in the summer heat without that pang of guilt, knowing they were helping to make the grid more reliable and more capable of accommodating renewable energy sources – without sacrificing their own comfort in the process.This article was originally published on The Conversation. Read the original article.
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  • EPFL Researchers Unveil FG2 at CVPR: A New AI Model That Slashes Localization Errors by 28% for Autonomous Vehicles in GPS-Denied Environments

    Navigating the dense urban canyons of cities like San Francisco or New York can be a nightmare for GPS systems. The towering skyscrapers block and reflect satellite signals, leading to location errors of tens of meters. For you and me, that might mean a missed turn. But for an autonomous vehicle or a delivery robot, that level of imprecision is the difference between a successful mission and a costly failure. These machines require pinpoint accuracy to operate safely and efficiently. Addressing this critical challenge, researchers from the École Polytechnique Fédérale de Lausannein Switzerland have introduced a groundbreaking new method for visual localization during CVPR 2025
    Their new paper, “FG2: Fine-Grained Cross-View Localization by Fine-Grained Feature Matching,” presents a novel AI model that significantly enhances the ability of a ground-level system, like an autonomous car, to determine its exact position and orientation using only a camera and a corresponding aerialimage. The new approach has demonstrated a remarkable 28% reduction in mean localization error compared to the previous state-of-the-art on a challenging public dataset.
    Key Takeaways:

    Superior Accuracy: The FG2 model reduces the average localization error by a significant 28% on the VIGOR cross-area test set, a challenging benchmark for this task.
    Human-like Intuition: Instead of relying on abstract descriptors, the model mimics human reasoning by matching fine-grained, semantically consistent features—like curbs, crosswalks, and buildings—between a ground-level photo and an aerial map.
    Enhanced Interpretability: The method allows researchers to “see” what the AI is “thinking” by visualizing exactly which features in the ground and aerial images are being matched, a major step forward from previous “black box” models.
    Weakly Supervised Learning: Remarkably, the model learns these complex and consistent feature matches without any direct labels for correspondences. It achieves this using only the final camera pose as a supervisory signal.

    Challenge: Seeing the World from Two Different Angles
    The core problem of cross-view localization is the dramatic difference in perspective between a street-level camera and an overhead satellite view. A building facade seen from the ground looks completely different from its rooftop signature in an aerial image. Existing methods have struggled with this. Some create a general “descriptor” for the entire scene, but this is an abstract approach that doesn’t mirror how humans naturally localize themselves by spotting specific landmarks. Other methods transform the ground image into a Bird’s-Eye-Viewbut are often limited to the ground plane, ignoring crucial vertical structures like buildings.

    FG2: Matching Fine-Grained Features
    The EPFL team’s FG2 method introduces a more intuitive and effective process. It aligns two sets of points: one generated from the ground-level image and another sampled from the aerial map.

    Here’s a breakdown of their innovative pipeline:

    Mapping to 3D: The process begins by taking the features from the ground-level image and lifting them into a 3D point cloud centered around the camera. This creates a 3D representation of the immediate environment.
    Smart Pooling to BEV: This is where the magic happens. Instead of simply flattening the 3D data, the model learns to intelligently select the most important features along the verticaldimension for each point. It essentially asks, “For this spot on the map, is the ground-level road marking more important, or is the edge of that building’s roof the better landmark?” This selection process is crucial, as it allows the model to correctly associate features like building facades with their corresponding rooftops in the aerial view.
    Feature Matching and Pose Estimation: Once both the ground and aerial views are represented as 2D point planes with rich feature descriptors, the model computes the similarity between them. It then samples a sparse set of the most confident matches and uses a classic geometric algorithm called Procrustes alignment to calculate the precise 3-DoFpose.

    Unprecedented Performance and Interpretability
    The results speak for themselves. On the challenging VIGOR dataset, which includes images from different cities in its cross-area test, FG2 reduced the mean localization error by 28% compared to the previous best method. It also demonstrated superior generalization capabilities on the KITTI dataset, a staple in autonomous driving research.

    Perhaps more importantly, the FG2 model offers a new level of transparency. By visualizing the matched points, the researchers showed that the model learns semantically consistent correspondences without being explicitly told to. For example, the system correctly matches zebra crossings, road markings, and even building facades in the ground view to their corresponding locations on the aerial map. This interpretability is extremenly valuable for building trust in safety-critical autonomous systems.
    “A Clearer Path” for Autonomous Navigation
    The FG2 method represents a significant leap forward in fine-grained visual localization. By developing a model that intelligently selects and matches features in a way that mirrors human intuition, the EPFL researchers have not only shattered previous accuracy records but also made the decision-making process of the AI more interpretable. This work paves the way for more robust and reliable navigation systems for autonomous vehicles, drones, and robots, bringing us one step closer to a future where machines can confidently navigate our world, even when GPS fails them.

    Check out the Paper. 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.
    Jean-marc MommessinJean-marc is a successful AI business executive .He leads and accelerates growth for AI powered solutions and started a computer vision company in 2006. He is a recognized speaker at AI conferences and has an MBA from Stanford.Jean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/AI-Generated Ad Created with Google’s Veo3 Airs During NBA Finals, Slashing Production Costs by 95%Jean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/Highlighted at CVPR 2025: Google DeepMind’s ‘Motion Prompting’ Paper Unlocks Granular Video ControlJean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/Snowflake Charts New AI Territory: Cortex AISQL & Snowflake Intelligence Poised to Reshape Data AnalyticsJean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/Exclusive Talk: Joey Conway of NVIDIA on Llama Nemotron Ultra and Open Source Models
    #epfl #researchers #unveil #fg2 #cvpr
    EPFL Researchers Unveil FG2 at CVPR: A New AI Model That Slashes Localization Errors by 28% for Autonomous Vehicles in GPS-Denied Environments
    Navigating the dense urban canyons of cities like San Francisco or New York can be a nightmare for GPS systems. The towering skyscrapers block and reflect satellite signals, leading to location errors of tens of meters. For you and me, that might mean a missed turn. But for an autonomous vehicle or a delivery robot, that level of imprecision is the difference between a successful mission and a costly failure. These machines require pinpoint accuracy to operate safely and efficiently. Addressing this critical challenge, researchers from the École Polytechnique Fédérale de Lausannein Switzerland have introduced a groundbreaking new method for visual localization during CVPR 2025 Their new paper, “FG2: Fine-Grained Cross-View Localization by Fine-Grained Feature Matching,” presents a novel AI model that significantly enhances the ability of a ground-level system, like an autonomous car, to determine its exact position and orientation using only a camera and a corresponding aerialimage. The new approach has demonstrated a remarkable 28% reduction in mean localization error compared to the previous state-of-the-art on a challenging public dataset. Key Takeaways: Superior Accuracy: The FG2 model reduces the average localization error by a significant 28% on the VIGOR cross-area test set, a challenging benchmark for this task. Human-like Intuition: Instead of relying on abstract descriptors, the model mimics human reasoning by matching fine-grained, semantically consistent features—like curbs, crosswalks, and buildings—between a ground-level photo and an aerial map. Enhanced Interpretability: The method allows researchers to “see” what the AI is “thinking” by visualizing exactly which features in the ground and aerial images are being matched, a major step forward from previous “black box” models. Weakly Supervised Learning: Remarkably, the model learns these complex and consistent feature matches without any direct labels for correspondences. It achieves this using only the final camera pose as a supervisory signal. Challenge: Seeing the World from Two Different Angles The core problem of cross-view localization is the dramatic difference in perspective between a street-level camera and an overhead satellite view. A building facade seen from the ground looks completely different from its rooftop signature in an aerial image. Existing methods have struggled with this. Some create a general “descriptor” for the entire scene, but this is an abstract approach that doesn’t mirror how humans naturally localize themselves by spotting specific landmarks. Other methods transform the ground image into a Bird’s-Eye-Viewbut are often limited to the ground plane, ignoring crucial vertical structures like buildings. FG2: Matching Fine-Grained Features The EPFL team’s FG2 method introduces a more intuitive and effective process. It aligns two sets of points: one generated from the ground-level image and another sampled from the aerial map. Here’s a breakdown of their innovative pipeline: Mapping to 3D: The process begins by taking the features from the ground-level image and lifting them into a 3D point cloud centered around the camera. This creates a 3D representation of the immediate environment. Smart Pooling to BEV: This is where the magic happens. Instead of simply flattening the 3D data, the model learns to intelligently select the most important features along the verticaldimension for each point. It essentially asks, “For this spot on the map, is the ground-level road marking more important, or is the edge of that building’s roof the better landmark?” This selection process is crucial, as it allows the model to correctly associate features like building facades with their corresponding rooftops in the aerial view. Feature Matching and Pose Estimation: Once both the ground and aerial views are represented as 2D point planes with rich feature descriptors, the model computes the similarity between them. It then samples a sparse set of the most confident matches and uses a classic geometric algorithm called Procrustes alignment to calculate the precise 3-DoFpose. Unprecedented Performance and Interpretability The results speak for themselves. On the challenging VIGOR dataset, which includes images from different cities in its cross-area test, FG2 reduced the mean localization error by 28% compared to the previous best method. It also demonstrated superior generalization capabilities on the KITTI dataset, a staple in autonomous driving research. Perhaps more importantly, the FG2 model offers a new level of transparency. By visualizing the matched points, the researchers showed that the model learns semantically consistent correspondences without being explicitly told to. For example, the system correctly matches zebra crossings, road markings, and even building facades in the ground view to their corresponding locations on the aerial map. This interpretability is extremenly valuable for building trust in safety-critical autonomous systems. “A Clearer Path” for Autonomous Navigation The FG2 method represents a significant leap forward in fine-grained visual localization. By developing a model that intelligently selects and matches features in a way that mirrors human intuition, the EPFL researchers have not only shattered previous accuracy records but also made the decision-making process of the AI more interpretable. This work paves the way for more robust and reliable navigation systems for autonomous vehicles, drones, and robots, bringing us one step closer to a future where machines can confidently navigate our world, even when GPS fails them. Check out the Paper. 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. Jean-marc MommessinJean-marc is a successful AI business executive .He leads and accelerates growth for AI powered solutions and started a computer vision company in 2006. He is a recognized speaker at AI conferences and has an MBA from Stanford.Jean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/AI-Generated Ad Created with Google’s Veo3 Airs During NBA Finals, Slashing Production Costs by 95%Jean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/Highlighted at CVPR 2025: Google DeepMind’s ‘Motion Prompting’ Paper Unlocks Granular Video ControlJean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/Snowflake Charts New AI Territory: Cortex AISQL & Snowflake Intelligence Poised to Reshape Data AnalyticsJean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/Exclusive Talk: Joey Conway of NVIDIA on Llama Nemotron Ultra and Open Source Models #epfl #researchers #unveil #fg2 #cvpr
    WWW.MARKTECHPOST.COM
    EPFL Researchers Unveil FG2 at CVPR: A New AI Model That Slashes Localization Errors by 28% for Autonomous Vehicles in GPS-Denied Environments
    Navigating the dense urban canyons of cities like San Francisco or New York can be a nightmare for GPS systems. The towering skyscrapers block and reflect satellite signals, leading to location errors of tens of meters. For you and me, that might mean a missed turn. But for an autonomous vehicle or a delivery robot, that level of imprecision is the difference between a successful mission and a costly failure. These machines require pinpoint accuracy to operate safely and efficiently. Addressing this critical challenge, researchers from the École Polytechnique Fédérale de Lausanne (EPFL) in Switzerland have introduced a groundbreaking new method for visual localization during CVPR 2025 Their new paper, “FG2: Fine-Grained Cross-View Localization by Fine-Grained Feature Matching,” presents a novel AI model that significantly enhances the ability of a ground-level system, like an autonomous car, to determine its exact position and orientation using only a camera and a corresponding aerial (or satellite) image. The new approach has demonstrated a remarkable 28% reduction in mean localization error compared to the previous state-of-the-art on a challenging public dataset. Key Takeaways: Superior Accuracy: The FG2 model reduces the average localization error by a significant 28% on the VIGOR cross-area test set, a challenging benchmark for this task. Human-like Intuition: Instead of relying on abstract descriptors, the model mimics human reasoning by matching fine-grained, semantically consistent features—like curbs, crosswalks, and buildings—between a ground-level photo and an aerial map. Enhanced Interpretability: The method allows researchers to “see” what the AI is “thinking” by visualizing exactly which features in the ground and aerial images are being matched, a major step forward from previous “black box” models. Weakly Supervised Learning: Remarkably, the model learns these complex and consistent feature matches without any direct labels for correspondences. It achieves this using only the final camera pose as a supervisory signal. Challenge: Seeing the World from Two Different Angles The core problem of cross-view localization is the dramatic difference in perspective between a street-level camera and an overhead satellite view. A building facade seen from the ground looks completely different from its rooftop signature in an aerial image. Existing methods have struggled with this. Some create a general “descriptor” for the entire scene, but this is an abstract approach that doesn’t mirror how humans naturally localize themselves by spotting specific landmarks. Other methods transform the ground image into a Bird’s-Eye-View (BEV) but are often limited to the ground plane, ignoring crucial vertical structures like buildings. FG2: Matching Fine-Grained Features The EPFL team’s FG2 method introduces a more intuitive and effective process. It aligns two sets of points: one generated from the ground-level image and another sampled from the aerial map. Here’s a breakdown of their innovative pipeline: Mapping to 3D: The process begins by taking the features from the ground-level image and lifting them into a 3D point cloud centered around the camera. This creates a 3D representation of the immediate environment. Smart Pooling to BEV: This is where the magic happens. Instead of simply flattening the 3D data, the model learns to intelligently select the most important features along the vertical (height) dimension for each point. It essentially asks, “For this spot on the map, is the ground-level road marking more important, or is the edge of that building’s roof the better landmark?” This selection process is crucial, as it allows the model to correctly associate features like building facades with their corresponding rooftops in the aerial view. Feature Matching and Pose Estimation: Once both the ground and aerial views are represented as 2D point planes with rich feature descriptors, the model computes the similarity between them. It then samples a sparse set of the most confident matches and uses a classic geometric algorithm called Procrustes alignment to calculate the precise 3-DoF (x, y, and yaw) pose. Unprecedented Performance and Interpretability The results speak for themselves. On the challenging VIGOR dataset, which includes images from different cities in its cross-area test, FG2 reduced the mean localization error by 28% compared to the previous best method. It also demonstrated superior generalization capabilities on the KITTI dataset, a staple in autonomous driving research. Perhaps more importantly, the FG2 model offers a new level of transparency. By visualizing the matched points, the researchers showed that the model learns semantically consistent correspondences without being explicitly told to. For example, the system correctly matches zebra crossings, road markings, and even building facades in the ground view to their corresponding locations on the aerial map. This interpretability is extremenly valuable for building trust in safety-critical autonomous systems. “A Clearer Path” for Autonomous Navigation The FG2 method represents a significant leap forward in fine-grained visual localization. By developing a model that intelligently selects and matches features in a way that mirrors human intuition, the EPFL researchers have not only shattered previous accuracy records but also made the decision-making process of the AI more interpretable. This work paves the way for more robust and reliable navigation systems for autonomous vehicles, drones, and robots, bringing us one step closer to a future where machines can confidently navigate our world, even when GPS fails them. Check out the Paper. 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. Jean-marc MommessinJean-marc is a successful AI business executive .He leads and accelerates growth for AI powered solutions and started a computer vision company in 2006. He is a recognized speaker at AI conferences and has an MBA from Stanford.Jean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/AI-Generated Ad Created with Google’s Veo3 Airs During NBA Finals, Slashing Production Costs by 95%Jean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/Highlighted at CVPR 2025: Google DeepMind’s ‘Motion Prompting’ Paper Unlocks Granular Video ControlJean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/Snowflake Charts New AI Territory: Cortex AISQL & Snowflake Intelligence Poised to Reshape Data AnalyticsJean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/Exclusive Talk: Joey Conway of NVIDIA on Llama Nemotron Ultra and Open Source Models
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  • Waymo limits service ahead of today’s ‘No Kings’ protests

    In Brief

    Posted:
    10:54 AM PDT · June 14, 2025

    Image Credits:Mario Tama / Getty Images

    Waymo limits service ahead of today’s ‘No Kings’ protests

    Alphabet-owned robotaxi company Waymo is limiting service due to Saturday’s scheduled nationwide “No Kings” protests against President Donald Trump and his policies.
    A Waymo spokesperson confirmed the changes to Wired on Friday. Service is reportedly affected in San Francisco, Austin, Atlanta, and Phoenix, and is entirely suspended in Los Angeles. It’s not clear how long the limited service will last.
    As part of protests last weekend in Los Angeles against the Trump administration’s immigration crackdown, five Waymo vehicles were set on fire and spray painted with anti-Immigration and Customs Enforcementmessages. In response, Waymo suspended service in downtown LA.
    While it’s not entirely clear why protestors targeted the vehicles, they may be seen as a surveillance tool, as police departments have requested robotaxi footage for their investigations in the past.According to the San Francisco Chronicle, the city’s fire chief told officials Wednesday that “in a period of civil unrest, we will not try to extinguish those fires unless they are up against a building.”

    Topics
    #waymo #limits #service #ahead #todays
    Waymo limits service ahead of today’s ‘No Kings’ protests
    In Brief Posted: 10:54 AM PDT · June 14, 2025 Image Credits:Mario Tama / Getty Images Waymo limits service ahead of today’s ‘No Kings’ protests Alphabet-owned robotaxi company Waymo is limiting service due to Saturday’s scheduled nationwide “No Kings” protests against President Donald Trump and his policies. A Waymo spokesperson confirmed the changes to Wired on Friday. Service is reportedly affected in San Francisco, Austin, Atlanta, and Phoenix, and is entirely suspended in Los Angeles. It’s not clear how long the limited service will last. As part of protests last weekend in Los Angeles against the Trump administration’s immigration crackdown, five Waymo vehicles were set on fire and spray painted with anti-Immigration and Customs Enforcementmessages. In response, Waymo suspended service in downtown LA. While it’s not entirely clear why protestors targeted the vehicles, they may be seen as a surveillance tool, as police departments have requested robotaxi footage for their investigations in the past.According to the San Francisco Chronicle, the city’s fire chief told officials Wednesday that “in a period of civil unrest, we will not try to extinguish those fires unless they are up against a building.” Topics #waymo #limits #service #ahead #todays
    TECHCRUNCH.COM
    Waymo limits service ahead of today’s ‘No Kings’ protests
    In Brief Posted: 10:54 AM PDT · June 14, 2025 Image Credits:Mario Tama / Getty Images Waymo limits service ahead of today’s ‘No Kings’ protests Alphabet-owned robotaxi company Waymo is limiting service due to Saturday’s scheduled nationwide “No Kings” protests against President Donald Trump and his policies. A Waymo spokesperson confirmed the changes to Wired on Friday. Service is reportedly affected in San Francisco, Austin, Atlanta, and Phoenix, and is entirely suspended in Los Angeles. It’s not clear how long the limited service will last. As part of protests last weekend in Los Angeles against the Trump administration’s immigration crackdown, five Waymo vehicles were set on fire and spray painted with anti-Immigration and Customs Enforcement (ICE) messages. In response, Waymo suspended service in downtown LA. While it’s not entirely clear why protestors targeted the vehicles, they may be seen as a surveillance tool, as police departments have requested robotaxi footage for their investigations in the past. (Waymo says it challenges requests that it sees as overly broad or lacking a legal basis.) According to the San Francisco Chronicle, the city’s fire chief told officials Wednesday that “in a period of civil unrest, we will not try to extinguish those fires unless they are up against a building.” Topics
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