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Lessons From Training Composer At Cursor And Building Meta/Nvidia Compute Clusters | YC Paper Club Lessons From Training Composer At Cursor And Building Meta/Nvidia Compute Clusters | YC Paper Club 77 min The Case For Data Centers In Space The Case For Data Centers In Space 37 min Jensen Huang: The Mindset That Built NVIDIA Jensen Huang: The Mindset That Built NVIDIA 49 min STALKER 2, GTA 6, Клоунада PlayStation, DLSS 5 Слоп, Far Cry 7, ПЗДЦ Game Pass Wolverine The Witcher STALKER 2, GTA 6, Клоунада PlayStation, DLSS 5 Слоп, Far Cry 7, ПЗДЦ Game Pass Wolverine The Witcher 44 min AI News: Microsoft Finally Reveals Their Plan! AI News: Microsoft Finally Reveals Their Plan! 31 min NEW DLSS 5 Redesign Official First Look | Real-Time Neural Rendering & Photorealism Tech Demo NEW DLSS 5 Redesign Official First Look | Real-Time Neural Rendering & Photorealism Tech Demo 16 min PRAGMATA Walkthrough Gameplay Part 2 - GIGANTIC BOT BOSS FIGHT (FULL GAME) PRAGMATA Walkthrough Gameplay Part 2 - GIGANTIC BOT BOSS FIGHT (FULL GAME) 94 min Stormy Night Walk in Gotham City | Batman Arkham Knight | 4K Stormy Night Walk in Gotham City | Batman Arkham Knight | 4K 91 min World's Most Advanced HUD | Real Life Power Armor (Part 3/6) World's Most Advanced HUD | Real Life Power Armor (Part 3/6) 25 min How Owning Your Own AI Can Unlock Smarter, More Precise Agents How Owning Your Own AI Can Unlock Smarter, More Precise Agents NVIDIA's AI Learns Why Copying Humans Isn't Enough NVIDIA's AI Learns Why Copying Humans Isn't Enough 7 min The Hidden Engineering of Niagara Falls The Hidden Engineering of Niagara Falls 16 min Name That Infrastructure (Ep. 11) #shorts Name That Infrastructure (Ep. 11) #shorts 1 min How to be less neurotic | The Gray Area How to be less neurotic | The Gray Area 38 min Fixing the Most Dangerous Dam in the World Fixing the Most Dangerous Dam in the World 23 min The Weirdest Tool in Underwater Construction The Weirdest Tool in Underwater Construction 18 min The Wild Story of the Teton Dam Failure The Wild Story of the Teton Dam Failure 20 min Why Are There No Short Arch Dams? Why Are There No Short Arch Dams? 17 min Name That Infrastructure (Ep. 15) #shorts Name That Infrastructure (Ep. 15) #shorts 1 min Name That Infrastructure (Ep. 2) #shorts Name That Infrastructure (Ep. 2) #shorts 1 min They Call It A "Drowning Machine" | Fascinating Horror Shorts They Call It A "Drowning Machine" | Fascinating Horror Shorts 1 min This Mouse is WEIRD This Mouse is WEIRD 1 min Custom PC for DisguisedToast Custom PC for DisguisedToast 1 min Extras - AMD Upgrade Jordan Block Extras - AMD Upgrade Jordan Block 17 min This iPhone Duo Animation 👀 This iPhone Duo Animation 👀 1 min They Created A Skin Cancer Vaccine They Created A Skin Cancer Vaccine 1 min How to undo the damage of sitting all day | The Gray Area How to undo the damage of sitting all day | The Gray Area 42 min World's most EXTREME alarm clocks! World's most EXTREME alarm clocks! 1 min NASA’s Next Monster Telescope NASA’s Next Monster Telescope 22 min 5 Pros and Cons of Apple's New Foldable Phone 5 Pros and Cons of Apple's New Foldable Phone 2 min The F-14s Swing Wing Explained The F-14s Swing Wing Explained 3 min The F-14 was designed for one reason The F-14 was designed for one reason 2 min 60 Day Body Transformation 60 Day Body Transformation 1 min The Color of Your Crops Can Slow Down Global Warming #scishow #science #stem #shorts #sunflowers The Color of Your Crops Can Slow Down Global Warming #scishow #science #stem #shorts #sunflowers 1 min Why Roads Get Washboards Why Roads Get Washboards 18 min China’s Plan to Block All Submarines China’s Plan to Block All Submarines 21 min The illusion that broken the internet The illusion that broken the internet 10 min 13 most EXPENSIVE Tech Fails of all time 13 most EXPENSIVE Tech Fails of all time 24 min Humanity’s Real Plan to Stop This Asteroid (Feat. Mark Rober) Humanity’s Real Plan to Stop This Asteroid (Feat. Mark Rober) 22 min They’re cooking our brains, for real! #science #pollution They’re cooking our brains, for real! #science #pollution 2 min New Alien Host Planet Just Dropped New Alien Host Planet Just Dropped 1 min Building Robotic Hands | Real Life Power Armor (Part 5/6) Building Robotic Hands | Real Life Power Armor (Part 5/6) 24 min Rate our gaming setup 🎮 #gta6 #gaming #desksetup Rate our gaming setup 🎮 #gta6 #gaming #desksetup 1 min Peppa Pig Tales 2026 🤔 Can Peppa Find Out if BABY EVIE Has a TWIN?! 🍼 BRAND NEW Peppa Pig Episodes Peppa Pig Tales 2026 🤔 Can Peppa Find Out if BABY EVIE Has a TWIN?! 🍼 BRAND NEW Peppa Pig Episodes 121 min The Stolen Recipe | Detective Cartoon | Educational | Sheriff Labrador | Kids Cartoon | BabyBus The Stolen Recipe | Detective Cartoon | Educational | Sheriff Labrador | Kids Cartoon | BabyBus 32 min Why Everything Weighs Less in Antarctica Why Everything Weighs Less in Antarctica 12 min 100% Infill is the only way to go 😅 #3dprinting #engineering #icks 100% Infill is the only way to go 😅 #3dprinting #engineering #icks 2 min Making my bones UNBREAKABLE with real-life NANOTECH! Making my bones UNBREAKABLE with real-life NANOTECH! 43 min Peppa Pig Learns How to Make DONUTS! 🍩 Food Factory | BRAND NEW Peppa Pig Tales Episodes | 35 Mins Peppa Pig Learns How to Make DONUTS! 🍩 Food Factory | BRAND NEW Peppa Pig Tales Episodes | 35 Mins 36 min Blake Scholl: How 50 People Built a Supersonic Jet Blake Scholl: How 50 People Built a Supersonic Jet 51 min GPT-6 Astra Is Finally Here (And It’s REALLY Good) GPT-6 Astra Is Finally Here (And It’s REALLY Good) 20 min

Lessons From Training Composer At Cursor And Building Meta/Nvidia Compute Clusters | YC Paper Club

2026 77 min

At our latest YC Paper Club, researchers and builders presented on multi-GPU kernel optimization, intelligence per watt for local inference, AI-generated GPU kernels and benchmarking, heterogeneous inference infrastructure design, and GPU-accelerated game engines for reinforcement learning. Thanks to the following presenters: Stuart Sul (Stanford / Cursor), John (Stanford), Mark (PyTorch / GPU Mode / CoreAuto), Misha (Marlo), and Brennan (Stanford) Transcript: https://www.ycrootaccess.com/p/multi-gpu-kernels-intelligence-per Chapters: 0:00 – Francois Chaubard: The case for chip and kernel specialization 7:16 – Stuart Sul: Parallel Kittens - Systematic and Practical Simplification of Multi-GPU Al Kernels (https://arxiv.org/abs/2511.13940) 21:29 – Jon Saad-Falcon: Intelligence per Watt - Measuring the Intelligence Efficiency of Local and Cloud AI (https://arxiv.org/abs/2511.07885) 31:05 – Mark Saroufim: When Al Starts Writing Systems Code 47:04 – Misha Smelyanskiy: Why AI Inference Needs Heterogeneous Hardware 1:04:33 – Brennan Shacklett: Building a High-Throughput Game Engine that Runs ENTIRELY on the GPU (https://madrona-engine.github.io/shacklett_siggraph23.pdf) 1:15:35 – Wrap-up & what's next Apply to Y Combinator: https://www.ycombinator.com/apply Work at a startup: https://www.ycombinator.com/jobs

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