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    Nintendo Switch 2 Requires Air Conditioning in Hot Climates: Avoid Playing Above 35°C (95°F) to Prevent Overheating

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  • Gaming News
    Steam Faces Ongoing Impact from Visa and Mastercard’s Censorship

    Steam Faces Ongoing Impact from Visa and Mastercard’s Censorship

    inZOI Arrives on PS5 Next Year: New Opportunities for Console Gamers

    inZOI Arrives on PS5 Next Year: New Opportunities for Console Gamers

    The End of AOL Dial-Up: A Reminder That All Empires Eventually Fall

    The End of AOL Dial-Up: A Reminder That All Empires Eventually Fall

    Excitement Builds in Love and Deepspace: Tomorrow’s New Banner Unveils Summer Vacation Memories for All Five Husbandos

    Excitement Builds in Love and Deepspace: Tomorrow’s New Banner Unveils Summer Vacation Memories for All Five Husbandos

    We’re Probably Getting a Revolutionary Video Game

    We’re Probably Getting a Revolutionary Video Game

    New Pet Companions May Be Joining Fortnite’s Battle Royale Action

    New Pet Companions May Be Joining Fortnite’s Battle Royale Action

  • PlayStation
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    Bestselling PS5 Game of 2025 Now Available on PS Store

    PlayStation Blog Highlights: Mortal Kombat 1, Marvel’s Spider-Man, Sword of the Sea, Earth Defense Force 6, and More

    PlayStation Blog Highlights: Mortal Kombat 1, Marvel’s Spider-Man, Sword of the Sea, Earth Defense Force 6, and More

    Diablo 4 Season 9 Mythic: Not Suited for Everyone

    Diablo 4 Season 9 Mythic: Not Suited for Everyone

    Slot-Style Gaming and Bite-Sized Adventures: How PS Plus Transforms Our Gaming Experience

    Slot-Style Gaming and Bite-Sized Adventures: How PS Plus Transforms Our Gaming Experience

    [Title Rewrite] Winners Announced for IREM Collection Volume 3 (PlayStation) Free Games Giveaway

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    Beloved PS4, PS5 Action RPG Remaster Available at 60% Off on PS Store

  • Xbox
    Helldivers 2: Recap the Story Before the August 26 Launch

    Helldivers 2: Recap the Story Before the August 26 Launch

    I’m Pre-Ordering Battlefield 6—Try and Stop Me

    I’m Pre-Ordering Battlefield 6—Try and Stop Me

    Ra Ra Boom: Punch-Worthy Villains Await

    Ra Ra Boom: Punch-Worthy Villains Await

    What GTA and Red Dead Redemption Can Learn from Mafia: Embracing the Old Country

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    Survey Suggests Potential New Features for Future Sims 4 Updates

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    Exclusive August 2025 Borderlands Code: Claim 3 Golden Keys

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  • Nintendo
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    Final Fantasy 10 Fans Showcase Their Yuna and Tidus Cosplay

    Final Fantasy 10 Fans Showcase Their Yuna and Tidus Cosplay

    Class of Heroes 3 Remaster Launches on Nintendo Switch This September

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    Review of Heretic and Hexen

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    Player Discovers Atlas in an Incredible Location in No Man’s Sky

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  • PC Gaming
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    Smoke grenades dominate the Battlefield 6 beta meta

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  • Virtual Reality
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    ‘Forefront’ Launches Open Alpha: Experience Battlefield-Style VR Shooter with 16 vs. 16 Multiplayer Action

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  • Consoles
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    AMD’s Z2 Extreme Surpasses Intel’s Lunar Lake in New Gaming Benchmarks—MSI Claw 8 at 17W Shows Z2E Leading by 8.5%, Slips to 6% at 30W

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    Nintendo Switch 2 Requires Air Conditioning in Hot Climates: Avoid Playing Above 35°C (95°F) to Prevent Overheating

    Nintendo Switch 2 Requires Air Conditioning in Hot Climates: Avoid Playing Above 35°C (95°F) to Prevent Overheating

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Microsoft Xbox Unveils an Impractical AI Model for ‘Gameplay Ideation’

by James O'Donnell
February 20, 2025
in Consoles
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Yesterday, Microsoft Xbox introduced a fascinating new tool called Muse. They describe it as a “generative AI model designed for gameplay ideation.” If “gameplay ideation” has you scratching your head, you’re not alone. Microsoft refers to it as creating “game visuals, controller actions, or both.” However, its current capabilities are pretty narrow and don’t eliminate the need for the traditional game development process.

Even so, some findings from this project are remarkable. Muse was trained using H100 GPUs, and the process was extensive. About a million training updates were necessary to stretch just one second of actual gameplay into nine additional seconds of simulated gameplay that matches the original’s quality. Most of the training data came from existing multiplayer gaming sessions.

Implementing this wasn’t a small feat. Unlike running a game on a single PC, Microsoft had to use a cluster of 100 Nvidia H100 GPUs. This approach is much more costly and energy-hungry, and only produced nine extra seconds of gameplay at a modest resolution of 300×180 pixels.

A core demonstration of Muse was its ability to replicate existing elements like props and enemies within the game environment, mirroring their functions. Yet, one might ponder, with all the expenses and energy consumption, why not stick to conventional development tools for creating game elements?

While it’s noteworthy that Muse maintained object permanence and mimicked original game behavior, its utility feels lackluster against the backdrop of established game development techniques.

Though Muse may evolve to accomplish more intriguing tasks in the future, at present, it seems to join a lengthy roster of initiatives aiming to replicate gameplay through AI. Despite some success in engine accuracy and object permanence, the method remains an inefficient alternative for video game development. After thoroughly examining the details, I still question the practical appeal of employing Muse in its current form.

Stay updated with the latest from Tom’s Hardware, including news and in-depth reviews, delivered straight to your inbox.

Tags: XboxMicrosoftUnveilsModelGameplayImpracticalIdeation
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