• In a stunning turn of events, the gaming world has decided that 8,000 games on Steam disclosing Generative AI use is just what we needed to spice up our virtual experiences. Because who doesn't want their next epic quest to be scripted by a machine that believes "plot development" is a myth?

    Remember when there were only 1,000 games using AI in 2024? Ah, the golden days of creativity. Now, it seems our beloved game designers have found a new muse: algorithms. Next up, a game where you fight against a sentient spreadsheet for the ultimate loot.

    Get ready, folks! The future of gaming is here, and it’s brought to you by your friendly neighborhood AI.

    #Gener
    In a stunning turn of events, the gaming world has decided that 8,000 games on Steam disclosing Generative AI use is just what we needed to spice up our virtual experiences. Because who doesn't want their next epic quest to be scripted by a machine that believes "plot development" is a myth? Remember when there were only 1,000 games using AI in 2024? Ah, the golden days of creativity. Now, it seems our beloved game designers have found a new muse: algorithms. Next up, a game where you fight against a sentient spreadsheet for the ultimate loot. Get ready, folks! The future of gaming is here, and it’s brought to you by your friendly neighborhood AI. #Gener
    Report: Nearly 8,000 games on Steam disclose GenAI use
    In 2024, the number of games that disclosed the use of Generative AI was around 1,000.
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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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  • The AI execution gap: Why 80% of projects don’t reach production

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

    In April 2025, at the ITER Private Sector Fusion Workshop in Cadarache, something remarkable unfolded. In a room filled with scientists, engineers and software visionaries, the line between big science and commercial innovation began to blur.  
    Three organisations – Microsoft Research, Arena and Brigantium Engineering – shared how artificial intelligence, already transforming everything from language models to logistics, is now stepping into a new role: helping humanity to unlock the power of nuclear fusion. 
    Each presenter addressed a different part of the puzzle, but the message was the same: AI isn’t just a buzzword anymore. It’s becoming a real tool – practical, powerful and indispensable – for big science and engineering projects, including fusion. 
    “If we think of the agricultural revolution and the industrial revolution, the AI revolution is next – and it’s coming at a pace which is unprecedented,” said Kenji Takeda, director of research incubations at Microsoft Research. 
    Microsoft’s collaboration with ITER is already in motion. Just a month before the workshop, the two teams signed a Memorandum of Understandingto explore how AI can accelerate research and development. This follows ITER’s initial use of Microsoft technology to empower their teams.
    A chatbot in Azure OpenAI service was developed to help staff navigate technical knowledge, on more than a million ITER documents, using natural conversation. GitHub Copilot assists with coding, while AI helps to resolve IT support tickets – those everyday but essential tasks that keep the lights on. 
    But Microsoft’s vision goes deeper. Fusion demands materials that can survive extreme conditions – heat, radiation, pressure – and that’s where AI shows a different kind of potential. MatterGen, a Microsoft Research generative AI model for materials, designs entirely new materials based on specific properties.
    “It’s like ChatGPT,” said Takeda, “but instead of ‘Write me a poem’, we ask it to design a material that can survive as the first wall of a fusion reactor.” 
    The next step? MatterSim – a simulation tool that predicts how these imagined materials will behave in the real world. By combining generation and simulation, Microsoft hopes to uncover materials that don’t yet exist in any catalogue. 
    While Microsoft tackles the atomic scale, Arena is focused on a different challenge: speeding up hardware development. As general manager Michael Frei put it: “Software innovation happens in seconds. In hardware, that loop can take months – or years.” 
    Arena’s answer is Atlas, a multimodal AI platform that acts as an extra set of hands – and eyes – for engineers. It can read data sheets, interpret lab results, analyse circuit diagrams and even interact with lab equipment through software interfaces. “Instead of adjusting an oscilloscope manually,” said Frei, “you can just say, ‘Verify the I2Cprotocol’, and Atlas gets it done.” 
    It doesn’t stop there. Atlas can write and adapt firmware on the fly, responding to real-time conditions. That means tighter feedback loops, faster prototyping and fewer late nights in the lab. Arena aims to make building hardware feel a little more like writing software – fluid, fast and assisted by smart tools. 

    Fusion, of course, isn’t just about atoms and code – it’s also about construction. Gigantic, one-of-a-kind machines don’t build themselves. That’s where Brigantium Engineering comes in.
    Founder Lynton Sutton explained how his team uses “4D planning” – a marriage of 3D CAD models and detailed construction schedules – to visualise how everything comes together over time. “Gantt charts are hard to interpret. 3D models are static. Our job is to bring those together,” he said. 
    The result is a time-lapse-style animation that shows the construction process step by step. It’s proven invaluable for safety reviews and stakeholder meetings. Rather than poring over spreadsheets, teams can simply watch the plan come to life. 
    And there’s more. Brigantium is bringing these models into virtual reality using Unreal Engine – the same one behind many video games. One recent model recreated ITER’s tokamak pit using drone footage and photogrammetry. The experience is fully interactive and can even run in a web browser.
    “We’ve really improved the quality of the visualisation,” said Sutton. “It’s a lot smoother; the textures look a lot better. Eventually, we’ll have this running through a web browser, so anybody on the team can just click on a web link to navigate this 4D model.” 
    Looking forward, Sutton believes AI could help automate the painstaking work of syncing schedules with 3D models. One day, these simulations could reach all the way down to individual bolts and fasteners – not just with impressive visuals, but with critical tools for preventing delays. 
    Despite the different approaches, one theme ran through all three presentations: AI isn’t just a tool for office productivity. It’s becoming a partner in creativity, problem-solving and even scientific discovery. 
    Takeda mentioned that Microsoft is experimenting with “world models” inspired by how video games simulate physics. These models learn about the physical world by watching pixels in the form of videos of real phenomena such as plasma behaviour. “Our thesis is that if you showed this AI videos of plasma, it might learn the physics of plasmas,” he said. 
    It sounds futuristic, but the logic holds. The more AI can learn from the world, the more it can help us understand it – and perhaps even master it. At its heart, the message from the workshop was simple: AI isn’t here to replace the scientist, the engineer or the planner; it’s here to help, and to make their work faster, more flexible and maybe a little more fun.
    As Takeda put it: “Those are just a few examples of how AI is starting to be used at ITER. And it’s just the start of that journey.” 
    If these early steps are any indication, that journey won’t just be faster – it might also be more inspired. 
    #fusion #how #private #sector #tech
    Fusion and AI: How private sector tech is powering progress at ITER
    In April 2025, at the ITER Private Sector Fusion Workshop in Cadarache, something remarkable unfolded. In a room filled with scientists, engineers and software visionaries, the line between big science and commercial innovation began to blur.   Three organisations – Microsoft Research, Arena and Brigantium Engineering – shared how artificial intelligence, already transforming everything from language models to logistics, is now stepping into a new role: helping humanity to unlock the power of nuclear fusion.  Each presenter addressed a different part of the puzzle, but the message was the same: AI isn’t just a buzzword anymore. It’s becoming a real tool – practical, powerful and indispensable – for big science and engineering projects, including fusion.  “If we think of the agricultural revolution and the industrial revolution, the AI revolution is next – and it’s coming at a pace which is unprecedented,” said Kenji Takeda, director of research incubations at Microsoft Research.  Microsoft’s collaboration with ITER is already in motion. Just a month before the workshop, the two teams signed a Memorandum of Understandingto explore how AI can accelerate research and development. This follows ITER’s initial use of Microsoft technology to empower their teams. A chatbot in Azure OpenAI service was developed to help staff navigate technical knowledge, on more than a million ITER documents, using natural conversation. GitHub Copilot assists with coding, while AI helps to resolve IT support tickets – those everyday but essential tasks that keep the lights on.  But Microsoft’s vision goes deeper. Fusion demands materials that can survive extreme conditions – heat, radiation, pressure – and that’s where AI shows a different kind of potential. MatterGen, a Microsoft Research generative AI model for materials, designs entirely new materials based on specific properties. “It’s like ChatGPT,” said Takeda, “but instead of ‘Write me a poem’, we ask it to design a material that can survive as the first wall of a fusion reactor.”  The next step? MatterSim – a simulation tool that predicts how these imagined materials will behave in the real world. By combining generation and simulation, Microsoft hopes to uncover materials that don’t yet exist in any catalogue.  While Microsoft tackles the atomic scale, Arena is focused on a different challenge: speeding up hardware development. As general manager Michael Frei put it: “Software innovation happens in seconds. In hardware, that loop can take months – or years.”  Arena’s answer is Atlas, a multimodal AI platform that acts as an extra set of hands – and eyes – for engineers. It can read data sheets, interpret lab results, analyse circuit diagrams and even interact with lab equipment through software interfaces. “Instead of adjusting an oscilloscope manually,” said Frei, “you can just say, ‘Verify the I2Cprotocol’, and Atlas gets it done.”  It doesn’t stop there. Atlas can write and adapt firmware on the fly, responding to real-time conditions. That means tighter feedback loops, faster prototyping and fewer late nights in the lab. Arena aims to make building hardware feel a little more like writing software – fluid, fast and assisted by smart tools.  Fusion, of course, isn’t just about atoms and code – it’s also about construction. Gigantic, one-of-a-kind machines don’t build themselves. That’s where Brigantium Engineering comes in. Founder Lynton Sutton explained how his team uses “4D planning” – a marriage of 3D CAD models and detailed construction schedules – to visualise how everything comes together over time. “Gantt charts are hard to interpret. 3D models are static. Our job is to bring those together,” he said.  The result is a time-lapse-style animation that shows the construction process step by step. It’s proven invaluable for safety reviews and stakeholder meetings. Rather than poring over spreadsheets, teams can simply watch the plan come to life.  And there’s more. Brigantium is bringing these models into virtual reality using Unreal Engine – the same one behind many video games. One recent model recreated ITER’s tokamak pit using drone footage and photogrammetry. The experience is fully interactive and can even run in a web browser. “We’ve really improved the quality of the visualisation,” said Sutton. “It’s a lot smoother; the textures look a lot better. Eventually, we’ll have this running through a web browser, so anybody on the team can just click on a web link to navigate this 4D model.”  Looking forward, Sutton believes AI could help automate the painstaking work of syncing schedules with 3D models. One day, these simulations could reach all the way down to individual bolts and fasteners – not just with impressive visuals, but with critical tools for preventing delays.  Despite the different approaches, one theme ran through all three presentations: AI isn’t just a tool for office productivity. It’s becoming a partner in creativity, problem-solving and even scientific discovery.  Takeda mentioned that Microsoft is experimenting with “world models” inspired by how video games simulate physics. These models learn about the physical world by watching pixels in the form of videos of real phenomena such as plasma behaviour. “Our thesis is that if you showed this AI videos of plasma, it might learn the physics of plasmas,” he said.  It sounds futuristic, but the logic holds. The more AI can learn from the world, the more it can help us understand it – and perhaps even master it. At its heart, the message from the workshop was simple: AI isn’t here to replace the scientist, the engineer or the planner; it’s here to help, and to make their work faster, more flexible and maybe a little more fun. As Takeda put it: “Those are just a few examples of how AI is starting to be used at ITER. And it’s just the start of that journey.”  If these early steps are any indication, that journey won’t just be faster – it might also be more inspired.  #fusion #how #private #sector #tech
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    Fusion and AI: How private sector tech is powering progress at ITER
    In April 2025, at the ITER Private Sector Fusion Workshop in Cadarache, something remarkable unfolded. In a room filled with scientists, engineers and software visionaries, the line between big science and commercial innovation began to blur.   Three organisations – Microsoft Research, Arena and Brigantium Engineering – shared how artificial intelligence (AI), already transforming everything from language models to logistics, is now stepping into a new role: helping humanity to unlock the power of nuclear fusion.  Each presenter addressed a different part of the puzzle, but the message was the same: AI isn’t just a buzzword anymore. It’s becoming a real tool – practical, powerful and indispensable – for big science and engineering projects, including fusion.  “If we think of the agricultural revolution and the industrial revolution, the AI revolution is next – and it’s coming at a pace which is unprecedented,” said Kenji Takeda, director of research incubations at Microsoft Research.  Microsoft’s collaboration with ITER is already in motion. Just a month before the workshop, the two teams signed a Memorandum of Understanding (MoU) to explore how AI can accelerate research and development. This follows ITER’s initial use of Microsoft technology to empower their teams. A chatbot in Azure OpenAI service was developed to help staff navigate technical knowledge, on more than a million ITER documents, using natural conversation. GitHub Copilot assists with coding, while AI helps to resolve IT support tickets – those everyday but essential tasks that keep the lights on.  But Microsoft’s vision goes deeper. Fusion demands materials that can survive extreme conditions – heat, radiation, pressure – and that’s where AI shows a different kind of potential. MatterGen, a Microsoft Research generative AI model for materials, designs entirely new materials based on specific properties. “It’s like ChatGPT,” said Takeda, “but instead of ‘Write me a poem’, we ask it to design a material that can survive as the first wall of a fusion reactor.”  The next step? MatterSim – a simulation tool that predicts how these imagined materials will behave in the real world. By combining generation and simulation, Microsoft hopes to uncover materials that don’t yet exist in any catalogue.  While Microsoft tackles the atomic scale, Arena is focused on a different challenge: speeding up hardware development. As general manager Michael Frei put it: “Software innovation happens in seconds. In hardware, that loop can take months – or years.”  Arena’s answer is Atlas, a multimodal AI platform that acts as an extra set of hands – and eyes – for engineers. It can read data sheets, interpret lab results, analyse circuit diagrams and even interact with lab equipment through software interfaces. “Instead of adjusting an oscilloscope manually,” said Frei, “you can just say, ‘Verify the I2C [inter integrated circuit] protocol’, and Atlas gets it done.”  It doesn’t stop there. Atlas can write and adapt firmware on the fly, responding to real-time conditions. That means tighter feedback loops, faster prototyping and fewer late nights in the lab. Arena aims to make building hardware feel a little more like writing software – fluid, fast and assisted by smart tools.  Fusion, of course, isn’t just about atoms and code – it’s also about construction. Gigantic, one-of-a-kind machines don’t build themselves. That’s where Brigantium Engineering comes in. Founder Lynton Sutton explained how his team uses “4D planning” – a marriage of 3D CAD models and detailed construction schedules – to visualise how everything comes together over time. “Gantt charts are hard to interpret. 3D models are static. Our job is to bring those together,” he said.  The result is a time-lapse-style animation that shows the construction process step by step. It’s proven invaluable for safety reviews and stakeholder meetings. Rather than poring over spreadsheets, teams can simply watch the plan come to life.  And there’s more. Brigantium is bringing these models into virtual reality using Unreal Engine – the same one behind many video games. One recent model recreated ITER’s tokamak pit using drone footage and photogrammetry. The experience is fully interactive and can even run in a web browser. “We’ve really improved the quality of the visualisation,” said Sutton. “It’s a lot smoother; the textures look a lot better. Eventually, we’ll have this running through a web browser, so anybody on the team can just click on a web link to navigate this 4D model.”  Looking forward, Sutton believes AI could help automate the painstaking work of syncing schedules with 3D models. One day, these simulations could reach all the way down to individual bolts and fasteners – not just with impressive visuals, but with critical tools for preventing delays.  Despite the different approaches, one theme ran through all three presentations: AI isn’t just a tool for office productivity. It’s becoming a partner in creativity, problem-solving and even scientific discovery.  Takeda mentioned that Microsoft is experimenting with “world models” inspired by how video games simulate physics. These models learn about the physical world by watching pixels in the form of videos of real phenomena such as plasma behaviour. “Our thesis is that if you showed this AI videos of plasma, it might learn the physics of plasmas,” he said.  It sounds futuristic, but the logic holds. The more AI can learn from the world, the more it can help us understand it – and perhaps even master it. At its heart, the message from the workshop was simple: AI isn’t here to replace the scientist, the engineer or the planner; it’s here to help, and to make their work faster, more flexible and maybe a little more fun. As Takeda put it: “Those are just a few examples of how AI is starting to be used at ITER. And it’s just the start of that journey.”  If these early steps are any indication, that journey won’t just be faster – it might also be more inspired. 
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  • F5: Leta Sobierajski Talks Giant Pandas, Sculptural Clothing + More

    When Leta Sobierajski enrolled in college, she already knew what she was meant to do, and she didn’t settle for anything less. “When I went to school for graphic design, I really didn’t have a backup plan – it was this, or nothing,” she says. “My work is a constantly evolving practice, and from the beginning, I have always convinced myself that if I put in the time and experimentation, I would grow and evolve.”
    After graduation, Sobierajski took on a range of projects, which included animation, print, and branding elements. She collaborated with corporate clients, but realized that she wouldn’t feel comfortable following anyone else’s rules in a 9-to-5 environment.
    Leta Sobierajskiand Wade Jeffree\\\ Photo: Matt Dutile
    Sobierajski eventually decided to team up with fellow artist and kindred spirit Wade Jeffree. In 2016 they launched their Brooklyn-based studio, Wade and Leta. The duo, who share a taste for quirky aesthetics, produces sculpture, installations, or anything else they can dream up. Never static in thinking or method, they are constantly searching for another medium to try that will complement their shared vision of the moment.
    The pair is currently interested in permanency, and they want to utilize more metal, a strong material that will stand the test of time. Small architectural pieces are also on tap, and on a grander scale, they’d like to focus on a park or communal area that everyone can enjoy.
    With so many ideas swirling around, Sobierajski will record a concept in at least three different ways so that she’s sure to unearth it at a later date. “In some ways, I like to think I’m impeccably organized, as I have countless spreadsheets tracking our work, our lives, and our well-being,” she explains. “The reality is that I am great at over-complicating situations with my intensified list-making and note-taking. The only thing to do is to trust the process.”
    Today, Leta Sobierajski joins us for Friday Five!
    Photo: Melitta Baumeister and Michał Plata
    1. Melitta Baumeister and Michał Plata
    The work of Melitta Baumeister and Michał Plata has been a constant inspiration to me for their innovative, artful, and architectural silhouettes. By a practice of draping and arduous pattern-making, the garments that they develop season after season feel like they could be designed for existence in another universe. I’m a person who likes to dress up for anything when I’m not in the studio, and every time I opt to wear one of their looks, I feel like I can take on the world. The best part about their pieces is that they’re extremely functional, so whether I need to hop on a bicycle or show up at an opening, I’m still able to make a statement – these garments even have the ability to strike up conversations on their own.
    Photo: Wade and Leta
    2. Pandas!
    I was recently in Chengdu to launch a new project and we took half the day to visit the Chengdu Research Base of Giant Pandas and I am a new panda convert. Yes, they’re docile and cute, but their lifestyles are utterly chill and deeply enviable for us adults with responsibilities. Giant pandas primarily eat bamboo and can consume 20-40 kilograms per day. When they’re not doing that, they’re sleeping. When we visited, many could be seen reclining on their backs, feasting on some of the finest bamboo they could select within arm’s reach. While not necessarily playful in appearance, they do seem quite cheeky in their agendas and will do as little as they can to make the most of their meals. It felt like I was watching a mirrored image of myself on a Sunday afternoon while trying to make the most of my last hours of the weekend.
    Photo: Courtesy of Aoiro
    3. Aoiro
    I’m not really a candle personbut I love the luxurious subtlety of a fragrant space. It’s an intangible feeling that really can only be experienced in the present. Some of the best people to create these fragrances, in my opinion, are Shizuko and Manuel, the masterminds behind Aoiro, a Japanese and Austrian duo who have developed a keen sense for embodying the fragrances of some of the most intriguing and captivating olfactory atmospheres – earthy forest floors with crackling pine needles, blue cypress tickling the moon in an indigo sky, and rainfall on a spirited Japanese island. Despite living in an urban city, Aoiro’s olfactory design is capable of transporting me to the deepest forests of misty Yakushima island.
    Photo: Wade and Leta
    4. Takuro Kuwata
    A few months ago, I saw the work of Japanese ceramicist Takuro Kuwata at an exhibition at Salon94 and have been having trouble getting it out of my head. Kuwata’s work exemplifies someone who has worked with a medium so much to completely use the medium as a medium – if that makes sense. His ability to manipulate clay and glaze and use it to create gravity-defying effects within the kiln are exceptionally mysterious to me and feel like they could only be accomplished with years and years of experimentation with the material. I’m equally impressed seeing how he’s grown his work with scale, juxtaposing it with familiar iconography like the fuzzy peach, but sculpting it from materials like bronze.
    Photo: Wade and Leta
    5. The Site of Reversible Destiny, a park built by artists Arakawa and Gins, in Yoro Japan
    The park is a testament to their career as writers, architects, and their idea of reversible destiny, which in its most extreme form, eliminates death. For all that are willing to listen, Arakawa and Gins’ Reversible Destiny mentality aims to make our lives a little more youthful by encouraging us to reevaluate our relationship with architecture and our surroundings. The intention of “reversible destiny” is not to prolong death, postpone it, grow older alongside it, but to entirely not acknowledge and surpass it. Wadeand I have spent the last ten years traveling to as many of their remaining sites as possible to further understand this notion of creating spaces to extend our lives and question how conventional living spaces can become detrimental to our longevity.
     
    Works by Wade and Leta:
    Photo: Wade and Leta and Matt Alexander
    Now You See Me is a large-scale installation in the heart of Shoreditch, London, that explores the relationship between positive and negative space through bold color, geometry, and light. Simple, familiar shapes are embedded within monolithic forms, creating a layered visual experience that shifts throughout the day. As sunlight passes through the structures, shadows and silhouettes stretch and connect, forming dynamic compositions on the surrounding concrete.
    Photo: Wade and Leta and John Wylie
    Paint Your Own Path is series of five towering sculptures, ranging from 10 to 15 feet tall, invites viewers to explore balance, tension, and perspective through bold color and form. Inspired by the delicate, often precarious act of stacking objects, the sculptures appear as if they might topple – yet each one holds steady, challenging perceptions of stability. Created in partnership with the Corolla Cross, the installation transforms its environment into a pop-colored landscape.
    Photo: Millenia Walk and Outer Edit, Eurthe Studio
    Monument to Movement is a 14-meter-tall kinetic sculpture that celebrates the spirit of the holiday season through rhythm, motion, and color. Rising skyward in layered compositions, the work symbolizes collective joy, renewal, and the shared energy of celebrations that span cultures and traditions. Powered by motors and constructed from metal beams and cardboard forms, the sculpture continuously shifts, inviting viewers to reflect on the passage of time and the cycles that connect us all.
    Photo: Wade and Leta and Erika Hara, Piotr Maslanka, and Jeremy Renault
    Falling Into Place is a vibrant rooftop installation at Ginza Six that explores themes of alignment, adaptability, and perspective. Six colorful structures – each with a void like a missing puzzle piece – serve as spaces for reflection, inviting visitors to consider their place within a greater whole. Rather than focusing on absence, the design transforms emptiness into opportunity, encouraging people to embrace spontaneity and the unfolding nature of life. Playful yet contemplative, the work emphasizes that only through connection and participation can the full picture come into view.
    Photo: Wade and Leta and Erika Hara, Piotr Maslanka, and Jeremy Renault
    Photo: Wade and Leta
    Stop, Listen, Look is a 7-meter-tall interactive artwork atop IFS Chengdu that captures the vibrant rhythm of the city through movement, sound, and form. Blending motorized and wind-powered elements with seesaws and sound modulation, it invites people of all ages to engage, play, and reflect. Inspired by Chengdu’s balance of tradition and modernity, the piece incorporates circular motifs from local symbolism alongside bold, geometric forms to create a dialogue between past and present. With light, motion, and community at its core, the work invites visitors to connect with the city – and each other – through shared interaction.

    The Cloud is a permanent sculptural kiosk in Burlington, Vermont’s historic City Hall Park, created in collaboration with Brooklyn-based Studio RENZ+OEI. Designed to reinterpret the ephemeral nature of clouds through architecture, it blends art, air, and imagination into a light, fluid structure that defies traditional rigidity. Originally born from a creative exchange between longtime friends and collaborators, the design challenges expectations of permanence by embodying movement and openness. Now home to a local food vendor, The Cloud brings a playful, uplifting presence to the park, inviting reflection and interaction rain or shine..
    #leta #sobierajski #talks #giant #pandas
    F5: Leta Sobierajski Talks Giant Pandas, Sculptural Clothing + More
    When Leta Sobierajski enrolled in college, she already knew what she was meant to do, and she didn’t settle for anything less. “When I went to school for graphic design, I really didn’t have a backup plan – it was this, or nothing,” she says. “My work is a constantly evolving practice, and from the beginning, I have always convinced myself that if I put in the time and experimentation, I would grow and evolve.” After graduation, Sobierajski took on a range of projects, which included animation, print, and branding elements. She collaborated with corporate clients, but realized that she wouldn’t feel comfortable following anyone else’s rules in a 9-to-5 environment. Leta Sobierajskiand Wade Jeffree\\\ Photo: Matt Dutile Sobierajski eventually decided to team up with fellow artist and kindred spirit Wade Jeffree. In 2016 they launched their Brooklyn-based studio, Wade and Leta. The duo, who share a taste for quirky aesthetics, produces sculpture, installations, or anything else they can dream up. Never static in thinking or method, they are constantly searching for another medium to try that will complement their shared vision of the moment. The pair is currently interested in permanency, and they want to utilize more metal, a strong material that will stand the test of time. Small architectural pieces are also on tap, and on a grander scale, they’d like to focus on a park or communal area that everyone can enjoy. With so many ideas swirling around, Sobierajski will record a concept in at least three different ways so that she’s sure to unearth it at a later date. “In some ways, I like to think I’m impeccably organized, as I have countless spreadsheets tracking our work, our lives, and our well-being,” she explains. “The reality is that I am great at over-complicating situations with my intensified list-making and note-taking. The only thing to do is to trust the process.” Today, Leta Sobierajski joins us for Friday Five! Photo: Melitta Baumeister and Michał Plata 1. Melitta Baumeister and Michał Plata The work of Melitta Baumeister and Michał Plata has been a constant inspiration to me for their innovative, artful, and architectural silhouettes. By a practice of draping and arduous pattern-making, the garments that they develop season after season feel like they could be designed for existence in another universe. I’m a person who likes to dress up for anything when I’m not in the studio, and every time I opt to wear one of their looks, I feel like I can take on the world. The best part about their pieces is that they’re extremely functional, so whether I need to hop on a bicycle or show up at an opening, I’m still able to make a statement – these garments even have the ability to strike up conversations on their own. Photo: Wade and Leta 2. Pandas! I was recently in Chengdu to launch a new project and we took half the day to visit the Chengdu Research Base of Giant Pandas and I am a new panda convert. Yes, they’re docile and cute, but their lifestyles are utterly chill and deeply enviable for us adults with responsibilities. Giant pandas primarily eat bamboo and can consume 20-40 kilograms per day. When they’re not doing that, they’re sleeping. When we visited, many could be seen reclining on their backs, feasting on some of the finest bamboo they could select within arm’s reach. While not necessarily playful in appearance, they do seem quite cheeky in their agendas and will do as little as they can to make the most of their meals. It felt like I was watching a mirrored image of myself on a Sunday afternoon while trying to make the most of my last hours of the weekend. Photo: Courtesy of Aoiro 3. Aoiro I’m not really a candle personbut I love the luxurious subtlety of a fragrant space. It’s an intangible feeling that really can only be experienced in the present. Some of the best people to create these fragrances, in my opinion, are Shizuko and Manuel, the masterminds behind Aoiro, a Japanese and Austrian duo who have developed a keen sense for embodying the fragrances of some of the most intriguing and captivating olfactory atmospheres – earthy forest floors with crackling pine needles, blue cypress tickling the moon in an indigo sky, and rainfall on a spirited Japanese island. Despite living in an urban city, Aoiro’s olfactory design is capable of transporting me to the deepest forests of misty Yakushima island. Photo: Wade and Leta 4. Takuro Kuwata A few months ago, I saw the work of Japanese ceramicist Takuro Kuwata at an exhibition at Salon94 and have been having trouble getting it out of my head. Kuwata’s work exemplifies someone who has worked with a medium so much to completely use the medium as a medium – if that makes sense. His ability to manipulate clay and glaze and use it to create gravity-defying effects within the kiln are exceptionally mysterious to me and feel like they could only be accomplished with years and years of experimentation with the material. I’m equally impressed seeing how he’s grown his work with scale, juxtaposing it with familiar iconography like the fuzzy peach, but sculpting it from materials like bronze. Photo: Wade and Leta 5. The Site of Reversible Destiny, a park built by artists Arakawa and Gins, in Yoro Japan The park is a testament to their career as writers, architects, and their idea of reversible destiny, which in its most extreme form, eliminates death. For all that are willing to listen, Arakawa and Gins’ Reversible Destiny mentality aims to make our lives a little more youthful by encouraging us to reevaluate our relationship with architecture and our surroundings. The intention of “reversible destiny” is not to prolong death, postpone it, grow older alongside it, but to entirely not acknowledge and surpass it. Wadeand I have spent the last ten years traveling to as many of their remaining sites as possible to further understand this notion of creating spaces to extend our lives and question how conventional living spaces can become detrimental to our longevity.   Works by Wade and Leta: Photo: Wade and Leta and Matt Alexander Now You See Me is a large-scale installation in the heart of Shoreditch, London, that explores the relationship between positive and negative space through bold color, geometry, and light. Simple, familiar shapes are embedded within monolithic forms, creating a layered visual experience that shifts throughout the day. As sunlight passes through the structures, shadows and silhouettes stretch and connect, forming dynamic compositions on the surrounding concrete. Photo: Wade and Leta and John Wylie Paint Your Own Path is series of five towering sculptures, ranging from 10 to 15 feet tall, invites viewers to explore balance, tension, and perspective through bold color and form. Inspired by the delicate, often precarious act of stacking objects, the sculptures appear as if they might topple – yet each one holds steady, challenging perceptions of stability. Created in partnership with the Corolla Cross, the installation transforms its environment into a pop-colored landscape. Photo: Millenia Walk and Outer Edit, Eurthe Studio Monument to Movement is a 14-meter-tall kinetic sculpture that celebrates the spirit of the holiday season through rhythm, motion, and color. Rising skyward in layered compositions, the work symbolizes collective joy, renewal, and the shared energy of celebrations that span cultures and traditions. Powered by motors and constructed from metal beams and cardboard forms, the sculpture continuously shifts, inviting viewers to reflect on the passage of time and the cycles that connect us all. Photo: Wade and Leta and Erika Hara, Piotr Maslanka, and Jeremy Renault Falling Into Place is a vibrant rooftop installation at Ginza Six that explores themes of alignment, adaptability, and perspective. Six colorful structures – each with a void like a missing puzzle piece – serve as spaces for reflection, inviting visitors to consider their place within a greater whole. Rather than focusing on absence, the design transforms emptiness into opportunity, encouraging people to embrace spontaneity and the unfolding nature of life. Playful yet contemplative, the work emphasizes that only through connection and participation can the full picture come into view. Photo: Wade and Leta and Erika Hara, Piotr Maslanka, and Jeremy Renault Photo: Wade and Leta Stop, Listen, Look is a 7-meter-tall interactive artwork atop IFS Chengdu that captures the vibrant rhythm of the city through movement, sound, and form. Blending motorized and wind-powered elements with seesaws and sound modulation, it invites people of all ages to engage, play, and reflect. Inspired by Chengdu’s balance of tradition and modernity, the piece incorporates circular motifs from local symbolism alongside bold, geometric forms to create a dialogue between past and present. With light, motion, and community at its core, the work invites visitors to connect with the city – and each other – through shared interaction. The Cloud is a permanent sculptural kiosk in Burlington, Vermont’s historic City Hall Park, created in collaboration with Brooklyn-based Studio RENZ+OEI. Designed to reinterpret the ephemeral nature of clouds through architecture, it blends art, air, and imagination into a light, fluid structure that defies traditional rigidity. Originally born from a creative exchange between longtime friends and collaborators, the design challenges expectations of permanence by embodying movement and openness. Now home to a local food vendor, The Cloud brings a playful, uplifting presence to the park, inviting reflection and interaction rain or shine.. #leta #sobierajski #talks #giant #pandas
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    F5: Leta Sobierajski Talks Giant Pandas, Sculptural Clothing + More
    When Leta Sobierajski enrolled in college, she already knew what she was meant to do, and she didn’t settle for anything less. “When I went to school for graphic design, I really didn’t have a backup plan – it was this, or nothing,” she says. “My work is a constantly evolving practice, and from the beginning, I have always convinced myself that if I put in the time and experimentation, I would grow and evolve.” After graduation, Sobierajski took on a range of projects, which included animation, print, and branding elements. She collaborated with corporate clients, but realized that she wouldn’t feel comfortable following anyone else’s rules in a 9-to-5 environment. Leta Sobierajski (standing) and Wade Jeffree (on ladder) \\\ Photo: Matt Dutile Sobierajski eventually decided to team up with fellow artist and kindred spirit Wade Jeffree. In 2016 they launched their Brooklyn-based studio, Wade and Leta. The duo, who share a taste for quirky aesthetics, produces sculpture, installations, or anything else they can dream up. Never static in thinking or method, they are constantly searching for another medium to try that will complement their shared vision of the moment. The pair is currently interested in permanency, and they want to utilize more metal, a strong material that will stand the test of time. Small architectural pieces are also on tap, and on a grander scale, they’d like to focus on a park or communal area that everyone can enjoy. With so many ideas swirling around, Sobierajski will record a concept in at least three different ways so that she’s sure to unearth it at a later date. “In some ways, I like to think I’m impeccably organized, as I have countless spreadsheets tracking our work, our lives, and our well-being,” she explains. “The reality is that I am great at over-complicating situations with my intensified list-making and note-taking. The only thing to do is to trust the process.” Today, Leta Sobierajski joins us for Friday Five! Photo: Melitta Baumeister and Michał Plata 1. Melitta Baumeister and Michał Plata The work of Melitta Baumeister and Michał Plata has been a constant inspiration to me for their innovative, artful, and architectural silhouettes. By a practice of draping and arduous pattern-making, the garments that they develop season after season feel like they could be designed for existence in another universe. I’m a person who likes to dress up for anything when I’m not in the studio, and every time I opt to wear one of their looks, I feel like I can take on the world. The best part about their pieces is that they’re extremely functional, so whether I need to hop on a bicycle or show up at an opening, I’m still able to make a statement – these garments even have the ability to strike up conversations on their own. Photo: Wade and Leta 2. Pandas! I was recently in Chengdu to launch a new project and we took half the day to visit the Chengdu Research Base of Giant Pandas and I am a new panda convert. Yes, they’re docile and cute, but their lifestyles are utterly chill and deeply enviable for us adults with responsibilities. Giant pandas primarily eat bamboo and can consume 20-40 kilograms per day. When they’re not doing that, they’re sleeping. When we visited, many could be seen reclining on their backs, feasting on some of the finest bamboo they could select within arm’s reach. While not necessarily playful in appearance, they do seem quite cheeky in their agendas and will do as little as they can to make the most of their meals. It felt like I was watching a mirrored image of myself on a Sunday afternoon while trying to make the most of my last hours of the weekend. Photo: Courtesy of Aoiro 3. Aoiro I’m not really a candle person (I forget to light it, and then I forget it’s lit, and then I panic when it’s been lit for too long) but I love the luxurious subtlety of a fragrant space. It’s an intangible feeling that really can only be experienced in the present. Some of the best people to create these fragrances, in my opinion, are Shizuko and Manuel, the masterminds behind Aoiro, a Japanese and Austrian duo who have developed a keen sense for embodying the fragrances of some of the most intriguing and captivating olfactory atmospheres – earthy forest floors with crackling pine needles, blue cypress tickling the moon in an indigo sky, and rainfall on a spirited Japanese island. Despite living in an urban city, Aoiro’s olfactory design is capable of transporting me to the deepest forests of misty Yakushima island. Photo: Wade and Leta 4. Takuro Kuwata A few months ago, I saw the work of Japanese ceramicist Takuro Kuwata at an exhibition at Salon94 and have been having trouble getting it out of my head. Kuwata’s work exemplifies someone who has worked with a medium so much to completely use the medium as a medium – if that makes sense. His ability to manipulate clay and glaze and use it to create gravity-defying effects within the kiln are exceptionally mysterious to me and feel like they could only be accomplished with years and years of experimentation with the material. I’m equally impressed seeing how he’s grown his work with scale, juxtaposing it with familiar iconography like the fuzzy peach, but sculpting it from materials like bronze. Photo: Wade and Leta 5. The Site of Reversible Destiny, a park built by artists Arakawa and Gins, in Yoro Japan The park is a testament to their career as writers, architects, and their idea of reversible destiny, which in its most extreme form, eliminates death. For all that are willing to listen, Arakawa and Gins’ Reversible Destiny mentality aims to make our lives a little more youthful by encouraging us to reevaluate our relationship with architecture and our surroundings. The intention of “reversible destiny” is not to prolong death, postpone it, grow older alongside it, but to entirely not acknowledge and surpass it. Wade (my partner) and I have spent the last ten years traveling to as many of their remaining sites as possible to further understand this notion of creating spaces to extend our lives and question how conventional living spaces can become detrimental to our longevity.   Works by Wade and Leta: Photo: Wade and Leta and Matt Alexander Now You See Me is a large-scale installation in the heart of Shoreditch, London, that explores the relationship between positive and negative space through bold color, geometry, and light. Simple, familiar shapes are embedded within monolithic forms, creating a layered visual experience that shifts throughout the day. As sunlight passes through the structures, shadows and silhouettes stretch and connect, forming dynamic compositions on the surrounding concrete. Photo: Wade and Leta and John Wylie Paint Your Own Path is series of five towering sculptures, ranging from 10 to 15 feet tall, invites viewers to explore balance, tension, and perspective through bold color and form. Inspired by the delicate, often precarious act of stacking objects, the sculptures appear as if they might topple – yet each one holds steady, challenging perceptions of stability. Created in partnership with the Corolla Cross, the installation transforms its environment into a pop-colored landscape. Photo: Millenia Walk and Outer Edit, Eurthe Studio Monument to Movement is a 14-meter-tall kinetic sculpture that celebrates the spirit of the holiday season through rhythm, motion, and color. Rising skyward in layered compositions, the work symbolizes collective joy, renewal, and the shared energy of celebrations that span cultures and traditions. Powered by motors and constructed from metal beams and cardboard forms, the sculpture continuously shifts, inviting viewers to reflect on the passage of time and the cycles that connect us all. Photo: Wade and Leta and Erika Hara, Piotr Maslanka, and Jeremy Renault Falling Into Place is a vibrant rooftop installation at Ginza Six that explores themes of alignment, adaptability, and perspective. Six colorful structures – each with a void like a missing puzzle piece – serve as spaces for reflection, inviting visitors to consider their place within a greater whole. Rather than focusing on absence, the design transforms emptiness into opportunity, encouraging people to embrace spontaneity and the unfolding nature of life. Playful yet contemplative, the work emphasizes that only through connection and participation can the full picture come into view. Photo: Wade and Leta and Erika Hara, Piotr Maslanka, and Jeremy Renault Photo: Wade and Leta Stop, Listen, Look is a 7-meter-tall interactive artwork atop IFS Chengdu that captures the vibrant rhythm of the city through movement, sound, and form. Blending motorized and wind-powered elements with seesaws and sound modulation, it invites people of all ages to engage, play, and reflect. Inspired by Chengdu’s balance of tradition and modernity, the piece incorporates circular motifs from local symbolism alongside bold, geometric forms to create a dialogue between past and present. With light, motion, and community at its core, the work invites visitors to connect with the city – and each other – through shared interaction. The Cloud is a permanent sculptural kiosk in Burlington, Vermont’s historic City Hall Park, created in collaboration with Brooklyn-based Studio RENZ+OEI. Designed to reinterpret the ephemeral nature of clouds through architecture, it blends art, air, and imagination into a light, fluid structure that defies traditional rigidity. Originally born from a creative exchange between longtime friends and collaborators, the design challenges expectations of permanence by embodying movement and openness. Now home to a local food vendor, The Cloud brings a playful, uplifting presence to the park, inviting reflection and interaction rain or shine..
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  • Cheaper than iCloud, this 2TB cloud storage also lasts for life

    Macworld

    iCloud doesn’t seem expensive until you start doing the math. If you want 2TB with iCloud, you’ll have to pay a month. That’s a little under every year. If you want a cheaper alternative to get the same amount of cloud storage, FileJump has a 2TB Cloud Storage Lifetime Subscription that’s on sale for.

    The biggest difference between iCloud and FileJump is that the latter won’t seamlessly integrate with your iOS devices. But with extra in your pocket every month… does it really matter? It’s still practically seamless to upload images, videos, and files under 15GB in size using the simple drag-and-drop, and they’re stored safely for life with AES encryption.

    Unlike other lifetime cloud storage plans, FileJump even has mobile and desktop apps to complete the experience. Conveniently see file previews for images, videos, and spreadsheets.

    Don’t miss your chance to replace a monthly subscription with something you can actually own.

    Get a FileJump 2TB Cloud Storage Lifetime Subscription for FileJump 2TB Cloud Storage: Lifetime SubscriptionSee Deal

    StackSocial prices subject to change.
    #cheaper #than #icloud #this #2tb
    Cheaper than iCloud, this 2TB cloud storage also lasts for life
    Macworld iCloud doesn’t seem expensive until you start doing the math. If you want 2TB with iCloud, you’ll have to pay a month. That’s a little under every year. If you want a cheaper alternative to get the same amount of cloud storage, FileJump has a 2TB Cloud Storage Lifetime Subscription that’s on sale for. The biggest difference between iCloud and FileJump is that the latter won’t seamlessly integrate with your iOS devices. But with extra in your pocket every month… does it really matter? It’s still practically seamless to upload images, videos, and files under 15GB in size using the simple drag-and-drop, and they’re stored safely for life with AES encryption. Unlike other lifetime cloud storage plans, FileJump even has mobile and desktop apps to complete the experience. Conveniently see file previews for images, videos, and spreadsheets. Don’t miss your chance to replace a monthly subscription with something you can actually own. Get a FileJump 2TB Cloud Storage Lifetime Subscription for FileJump 2TB Cloud Storage: Lifetime SubscriptionSee Deal StackSocial prices subject to change. #cheaper #than #icloud #this #2tb
    WWW.MACWORLD.COM
    Cheaper than iCloud, this 2TB cloud storage also lasts for life
    Macworld iCloud doesn’t seem expensive until you start doing the math. If you want 2TB with iCloud, you’ll have to pay $9.99 a month. That’s a little under $120 every year. If you want a cheaper alternative to get the same amount of cloud storage, FileJump has a 2TB Cloud Storage Lifetime Subscription that’s on sale for $69.97 (reg. $467). The biggest difference between iCloud and FileJump is that the latter won’t seamlessly integrate with your iOS devices. But with $10 extra in your pocket every month… does it really matter? It’s still practically seamless to upload images, videos, and files under 15GB in size using the simple drag-and-drop, and they’re stored safely for life with AES encryption. Unlike other lifetime cloud storage plans, FileJump even has mobile and desktop apps to complete the experience. Conveniently see file previews for images, videos, and spreadsheets. Don’t miss your chance to replace a monthly subscription with something you can actually own. Get a FileJump 2TB Cloud Storage Lifetime Subscription for $69.97. FileJump 2TB Cloud Storage: Lifetime SubscriptionSee Deal StackSocial prices subject to change.
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  • How jam jars explain Apple’s success

    We are told to customize, expand, and provide more options, but that might be a silent killer for our conversion rate. Using behavioral psychology and modern product design, this piece explains why brands like Apple use fewer, smarter choices to convert better.Image generated using ChatgptJam-packed decisionsImagine standing in a supermarket aisle in front of the jam section. How do you decide which jam to buy? You could go for your usual jam, or maybe this is your first time buying jam. Either way, a choice has to be made. Or does it?You may have seen the vast number of choices, gotten overwhelmed, and walked away. The same scenario was reflected in the findings of a 2000 study by Iyengar and Lepper that explored how the number of choice options can affect decision-making.Iyengar and Lepper set up two scenarios; the first customers in a random supermarket being offered 24 jams for a free tasting. In another, they were offered only 6. One would expect that the first scenario would see more sales. After all, more variety means a happier customer. However:Image created using CanvaWhile 60% of customers stopped by for a tasting, only 3% ended up making a purchase.On the other hand, when faced with 6 options, 40% of customers stopped by, but 30% of this number ended up making a purchase.The implications of the study were evident. While one may think that more choices are better when faced with the same, decision-makers prefer fewer.This phenomenon is known as the Paradox of Choice. More choice leads to less satisfaction because one gets overwhelmed.This analysis paralysis results from humans being cognitive misers that is decisions that require deeper thinking feel exhausting and like they come at a cognitive cost. In such scenarios, we tend not to make a choice or choose a default option. Even after a decision has been made, in many cases, regret or the thought of whether you have made the ‘right’ choice can linger.A sticky situationHowever, a 2010 meta-analysis by Benjamin Scheibehenne was unable to replicate the findings. Scheibehenne questioned whether it was choice overload or information overload that was the issue. Other researchers have argued that it is the lack of meaningful choice that affects satisfaction. Additionally, Barry Schwartz, a renowned psychologist and the author of the book ‘The Paradox of Choice: Why Less Is More,’ also later suggested that the paradox of choice diminishes in the presence of a person’s knowledge of the options and if the choices have been presented well.Does that mean the paradox of choice was an overhyped notion? I conducted a mini-study to test this hypothesis.From shelves to spreadsheets: testing the jam jar theoryI created a simple scatterplot in R using a publicly available dataset from the Brazilian e-commerce site Olist. Olist is Brazil’s largest department store on marketplaces. After delivery, customers are asked to fill out a satisfaction survey with a rating or comment option. I analysed the relationship between the number of distinct products in a categoryand the average customer review.Scatterplot generated in R using the Olist datasetBased on the almost horizontal regression line on the plot above, it is evident that more choice does not lead to more satisfaction. Furthermore, categories with fewer than 200 products tend to have average review scores between 4.0 and 4.3. Whereas, categories with more than 1,000 products do not have a higher average satisfaction score, with some even falling below 4.0. This suggests that more choices do not equal more satisfaction and could also reduce satisfaction levels.These findings support the Paradox of Choice, and the dataset helps bring theory into real-world commerce. A curation of lesser, well-presented, and differentiated options could lead to more customer satisfaction.Image created using CanvaFurthermore, the plot could help suggest a more nuanced perspective; people want more choices, as this gives them autonomy. However, beyond a certain point, excessive choice overwhelms rather than empowers, leaving people dissatisfied. Many product strategies reflect this insight: the goal is to inspire confident decision-making rather than limiting freedom. A powerful example of this shift in thinking comes from Apple’s history.Simple tastes, sweeter decisionsImage source: Apple InsiderIt was 1997, and Steve Jobs had just made his return to Apple. The company at the time offered 40 different products; however, its sales were declining. Jobs made one question the company’s mantra,“What are the four products we should be building?”The following year, Apple saw itself return to profitability after introducing the iMac G3. While its success can be attributed to the introduction of a new product line and increased efficiency, one cannot deny that the reduction in the product line simplified the decision-making process for its consumers.To this day, Apple continues to implement this strategy by having a few SKUs and confident defaults.Apple does not just sell premium products; it sells a premium decision-making experience by reducing friction in decision-making for the consumer.Furthermore, a 2015 study based on analyzing scenarios where fewer choice options led to increased sales found the following mitigating factors in buying choices:Time Pressure: Easier and quicker choices led to more sales.Complexity of options: The easier it was to understand what a product was, the better the outcome.Clarity of Preference: How easy it was to compare alternatives and the clarity of one’s preferences.Motivation to Optimize: Whether the consumer wanted to put in the effort to find the ‘best’ option.Picking the right spreadWhile the extent of the validity of the Paradox of Choice is up for debate, its impact cannot be denied. It is still a helpful model that can be used to drive sales and boost customer satisfaction. So, how can one use it as a part of your business’s strategy?Remember, what people want isn’t 50 good choices. They want one confident, easy-to-understand decision that they think they will not regret.Here are some common mistakes that confuse consumers and how you can apply the Jam Jar strategy to curate choices instead:Image is created using CanvaToo many choices lead to decision fatigue.Offering many SKU options usually causes customers to get overwhelmed. Instead, try curating 2–3 strong options that will cover the majority of their needs.2. Being dependent on the users to use filters and specificationsWhen users have to compare specifications themselves, they usually end up doing nothing. Instead, it is better to replace filters with clear labels like “Best for beginners” or “Best for oily skin.”3. Leaving users to make comparisons by themselvesToo many options can make users overwhelmed. Instead, offer default options to show what you recommend. This instills within them a sense of confidence when making the final decision.4. More transparency does not always mean more trustInformation overload never leads to conversions. Instead, create a thoughtful flow that guides the users to the right choices.5. Users do not aim for optimizationAssuming that users will weigh every detail before making a decision is not rooted in reality. In most cases, they will go with their gut. Instead, highlight emotional outcomes, benefits, and uses instead of numbers.6. Not onboarding users is a critical mistakeHoping that users will easily navigate a sea of products without guidance is unrealistic. Instead, use onboarding tools like starter kits, quizzes, or bundles that act as starting points.7. Variety for the sake of varietyUsers crave clarity more than they crave variety. Instead, focus on simplicity when it comes to differentiation.And lastly, remember that while the paradox of choice is a helpful tool in your business strategy arsenal, more choice is not inherently bad. It is the lack of structure in the decision-making process that is the problem. Clear framing will always make decision-making a seamless experience for both your consumers and your business.How jam jars explain Apple’s success was originally published in UX Collective on Medium, where people are continuing the conversation by highlighting and responding to this story.
    #how #jam #jars #explain #apples
    How jam jars explain Apple’s success
    We are told to customize, expand, and provide more options, but that might be a silent killer for our conversion rate. Using behavioral psychology and modern product design, this piece explains why brands like Apple use fewer, smarter choices to convert better.Image generated using ChatgptJam-packed decisionsImagine standing in a supermarket aisle in front of the jam section. How do you decide which jam to buy? You could go for your usual jam, or maybe this is your first time buying jam. Either way, a choice has to be made. Or does it?You may have seen the vast number of choices, gotten overwhelmed, and walked away. The same scenario was reflected in the findings of a 2000 study by Iyengar and Lepper that explored how the number of choice options can affect decision-making.Iyengar and Lepper set up two scenarios; the first customers in a random supermarket being offered 24 jams for a free tasting. In another, they were offered only 6. One would expect that the first scenario would see more sales. After all, more variety means a happier customer. However:Image created using CanvaWhile 60% of customers stopped by for a tasting, only 3% ended up making a purchase.On the other hand, when faced with 6 options, 40% of customers stopped by, but 30% of this number ended up making a purchase.The implications of the study were evident. While one may think that more choices are better when faced with the same, decision-makers prefer fewer.This phenomenon is known as the Paradox of Choice. More choice leads to less satisfaction because one gets overwhelmed.This analysis paralysis results from humans being cognitive misers that is decisions that require deeper thinking feel exhausting and like they come at a cognitive cost. In such scenarios, we tend not to make a choice or choose a default option. Even after a decision has been made, in many cases, regret or the thought of whether you have made the ‘right’ choice can linger.A sticky situationHowever, a 2010 meta-analysis by Benjamin Scheibehenne was unable to replicate the findings. Scheibehenne questioned whether it was choice overload or information overload that was the issue. Other researchers have argued that it is the lack of meaningful choice that affects satisfaction. Additionally, Barry Schwartz, a renowned psychologist and the author of the book ‘The Paradox of Choice: Why Less Is More,’ also later suggested that the paradox of choice diminishes in the presence of a person’s knowledge of the options and if the choices have been presented well.Does that mean the paradox of choice was an overhyped notion? I conducted a mini-study to test this hypothesis.From shelves to spreadsheets: testing the jam jar theoryI created a simple scatterplot in R using a publicly available dataset from the Brazilian e-commerce site Olist. Olist is Brazil’s largest department store on marketplaces. After delivery, customers are asked to fill out a satisfaction survey with a rating or comment option. I analysed the relationship between the number of distinct products in a categoryand the average customer review.Scatterplot generated in R using the Olist datasetBased on the almost horizontal regression line on the plot above, it is evident that more choice does not lead to more satisfaction. Furthermore, categories with fewer than 200 products tend to have average review scores between 4.0 and 4.3. Whereas, categories with more than 1,000 products do not have a higher average satisfaction score, with some even falling below 4.0. This suggests that more choices do not equal more satisfaction and could also reduce satisfaction levels.These findings support the Paradox of Choice, and the dataset helps bring theory into real-world commerce. A curation of lesser, well-presented, and differentiated options could lead to more customer satisfaction.Image created using CanvaFurthermore, the plot could help suggest a more nuanced perspective; people want more choices, as this gives them autonomy. However, beyond a certain point, excessive choice overwhelms rather than empowers, leaving people dissatisfied. Many product strategies reflect this insight: the goal is to inspire confident decision-making rather than limiting freedom. A powerful example of this shift in thinking comes from Apple’s history.Simple tastes, sweeter decisionsImage source: Apple InsiderIt was 1997, and Steve Jobs had just made his return to Apple. The company at the time offered 40 different products; however, its sales were declining. Jobs made one question the company’s mantra,“What are the four products we should be building?”The following year, Apple saw itself return to profitability after introducing the iMac G3. While its success can be attributed to the introduction of a new product line and increased efficiency, one cannot deny that the reduction in the product line simplified the decision-making process for its consumers.To this day, Apple continues to implement this strategy by having a few SKUs and confident defaults.Apple does not just sell premium products; it sells a premium decision-making experience by reducing friction in decision-making for the consumer.Furthermore, a 2015 study based on analyzing scenarios where fewer choice options led to increased sales found the following mitigating factors in buying choices:Time Pressure: Easier and quicker choices led to more sales.Complexity of options: The easier it was to understand what a product was, the better the outcome.Clarity of Preference: How easy it was to compare alternatives and the clarity of one’s preferences.Motivation to Optimize: Whether the consumer wanted to put in the effort to find the ‘best’ option.Picking the right spreadWhile the extent of the validity of the Paradox of Choice is up for debate, its impact cannot be denied. It is still a helpful model that can be used to drive sales and boost customer satisfaction. So, how can one use it as a part of your business’s strategy?Remember, what people want isn’t 50 good choices. They want one confident, easy-to-understand decision that they think they will not regret.Here are some common mistakes that confuse consumers and how you can apply the Jam Jar strategy to curate choices instead:Image is created using CanvaToo many choices lead to decision fatigue.Offering many SKU options usually causes customers to get overwhelmed. Instead, try curating 2–3 strong options that will cover the majority of their needs.2. Being dependent on the users to use filters and specificationsWhen users have to compare specifications themselves, they usually end up doing nothing. Instead, it is better to replace filters with clear labels like “Best for beginners” or “Best for oily skin.”3. Leaving users to make comparisons by themselvesToo many options can make users overwhelmed. Instead, offer default options to show what you recommend. This instills within them a sense of confidence when making the final decision.4. More transparency does not always mean more trustInformation overload never leads to conversions. Instead, create a thoughtful flow that guides the users to the right choices.5. Users do not aim for optimizationAssuming that users will weigh every detail before making a decision is not rooted in reality. In most cases, they will go with their gut. Instead, highlight emotional outcomes, benefits, and uses instead of numbers.6. Not onboarding users is a critical mistakeHoping that users will easily navigate a sea of products without guidance is unrealistic. Instead, use onboarding tools like starter kits, quizzes, or bundles that act as starting points.7. Variety for the sake of varietyUsers crave clarity more than they crave variety. Instead, focus on simplicity when it comes to differentiation.And lastly, remember that while the paradox of choice is a helpful tool in your business strategy arsenal, more choice is not inherently bad. It is the lack of structure in the decision-making process that is the problem. Clear framing will always make decision-making a seamless experience for both your consumers and your business.How jam jars explain Apple’s success was originally published in UX Collective on Medium, where people are continuing the conversation by highlighting and responding to this story. #how #jam #jars #explain #apples
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    How jam jars explain Apple’s success
    We are told to customize, expand, and provide more options, but that might be a silent killer for our conversion rate. Using behavioral psychology and modern product design, this piece explains why brands like Apple use fewer, smarter choices to convert better.Image generated using ChatgptJam-packed decisionsImagine standing in a supermarket aisle in front of the jam section. How do you decide which jam to buy? You could go for your usual jam, or maybe this is your first time buying jam. Either way, a choice has to be made. Or does it?You may have seen the vast number of choices, gotten overwhelmed, and walked away. The same scenario was reflected in the findings of a 2000 study by Iyengar and Lepper that explored how the number of choice options can affect decision-making.Iyengar and Lepper set up two scenarios; the first customers in a random supermarket being offered 24 jams for a free tasting. In another, they were offered only 6. One would expect that the first scenario would see more sales. After all, more variety means a happier customer. However:Image created using CanvaWhile 60% of customers stopped by for a tasting, only 3% ended up making a purchase.On the other hand, when faced with 6 options, 40% of customers stopped by, but 30% of this number ended up making a purchase.The implications of the study were evident. While one may think that more choices are better when faced with the same, decision-makers prefer fewer.This phenomenon is known as the Paradox of Choice. More choice leads to less satisfaction because one gets overwhelmed.This analysis paralysis results from humans being cognitive misers that is decisions that require deeper thinking feel exhausting and like they come at a cognitive cost. In such scenarios, we tend not to make a choice or choose a default option. Even after a decision has been made, in many cases, regret or the thought of whether you have made the ‘right’ choice can linger.A sticky situationHowever, a 2010 meta-analysis by Benjamin Scheibehenne was unable to replicate the findings. Scheibehenne questioned whether it was choice overload or information overload that was the issue. Other researchers have argued that it is the lack of meaningful choice that affects satisfaction. Additionally, Barry Schwartz, a renowned psychologist and the author of the book ‘The Paradox of Choice: Why Less Is More,’ also later suggested that the paradox of choice diminishes in the presence of a person’s knowledge of the options and if the choices have been presented well.Does that mean the paradox of choice was an overhyped notion? I conducted a mini-study to test this hypothesis.From shelves to spreadsheets: testing the jam jar theoryI created a simple scatterplot in R using a publicly available dataset from the Brazilian e-commerce site Olist. Olist is Brazil’s largest department store on marketplaces. After delivery, customers are asked to fill out a satisfaction survey with a rating or comment option. I analysed the relationship between the number of distinct products in a category (choices) and the average customer review (satisfaction).Scatterplot generated in R using the Olist datasetBased on the almost horizontal regression line on the plot above, it is evident that more choice does not lead to more satisfaction. Furthermore, categories with fewer than 200 products tend to have average review scores between 4.0 and 4.3. Whereas, categories with more than 1,000 products do not have a higher average satisfaction score, with some even falling below 4.0. This suggests that more choices do not equal more satisfaction and could also reduce satisfaction levels.These findings support the Paradox of Choice, and the dataset helps bring theory into real-world commerce. A curation of lesser, well-presented, and differentiated options could lead to more customer satisfaction.Image created using CanvaFurthermore, the plot could help suggest a more nuanced perspective; people want more choices, as this gives them autonomy. However, beyond a certain point, excessive choice overwhelms rather than empowers, leaving people dissatisfied. Many product strategies reflect this insight: the goal is to inspire confident decision-making rather than limiting freedom. A powerful example of this shift in thinking comes from Apple’s history.Simple tastes, sweeter decisionsImage source: Apple InsiderIt was 1997, and Steve Jobs had just made his return to Apple. The company at the time offered 40 different products; however, its sales were declining. Jobs made one question the company’s mantra,“What are the four products we should be building?”The following year, Apple saw itself return to profitability after introducing the iMac G3. While its success can be attributed to the introduction of a new product line and increased efficiency, one cannot deny that the reduction in the product line simplified the decision-making process for its consumers.To this day, Apple continues to implement this strategy by having a few SKUs and confident defaults.Apple does not just sell premium products; it sells a premium decision-making experience by reducing friction in decision-making for the consumer.Furthermore, a 2015 study based on analyzing scenarios where fewer choice options led to increased sales found the following mitigating factors in buying choices:Time Pressure: Easier and quicker choices led to more sales.Complexity of options: The easier it was to understand what a product was, the better the outcome.Clarity of Preference: How easy it was to compare alternatives and the clarity of one’s preferences.Motivation to Optimize: Whether the consumer wanted to put in the effort to find the ‘best’ option.Picking the right spreadWhile the extent of the validity of the Paradox of Choice is up for debate, its impact cannot be denied. It is still a helpful model that can be used to drive sales and boost customer satisfaction. So, how can one use it as a part of your business’s strategy?Remember, what people want isn’t 50 good choices. They want one confident, easy-to-understand decision that they think they will not regret.Here are some common mistakes that confuse consumers and how you can apply the Jam Jar strategy to curate choices instead:Image is created using CanvaToo many choices lead to decision fatigue.Offering many SKU options usually causes customers to get overwhelmed. Instead, try curating 2–3 strong options that will cover the majority of their needs.2. Being dependent on the users to use filters and specificationsWhen users have to compare specifications themselves, they usually end up doing nothing. Instead, it is better to replace filters with clear labels like “Best for beginners” or “Best for oily skin.”3. Leaving users to make comparisons by themselvesToo many options can make users overwhelmed. Instead, offer default options to show what you recommend. This instills within them a sense of confidence when making the final decision.4. More transparency does not always mean more trustInformation overload never leads to conversions. Instead, create a thoughtful flow that guides the users to the right choices.5. Users do not aim for optimizationAssuming that users will weigh every detail before making a decision is not rooted in reality. In most cases, they will go with their gut. Instead, highlight emotional outcomes, benefits, and uses instead of numbers.6. Not onboarding users is a critical mistakeHoping that users will easily navigate a sea of products without guidance is unrealistic. Instead, use onboarding tools like starter kits, quizzes, or bundles that act as starting points.7. Variety for the sake of varietyUsers crave clarity more than they crave variety. Instead, focus on simplicity when it comes to differentiation.And lastly, remember that while the paradox of choice is a helpful tool in your business strategy arsenal, more choice is not inherently bad. It is the lack of structure in the decision-making process that is the problem. Clear framing will always make decision-making a seamless experience for both your consumers and your business.How jam jars explain Apple’s success was originally published in UX Collective on Medium, where people are continuing the conversation by highlighting and responding to this story.
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