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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 This Small AI Will Change Everything This Small AI Will Change Everything 4 min Open Models Change The Economics of AI Open Models Change The Economics of AI 58 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 10 years of AI reporting | 60 Minutes Marathon 10 years of AI reporting | 60 Minutes Marathon 214 min PRAGMATA - This Ending Hit Hard PRAGMATA - This Ending Hit Hard 179 min How Owning Your Own AI Can Unlock Smarter, More Precise Agents How Owning Your Own AI Can Unlock Smarter, More Precise Agents GTA 6 ПЗДЦ, The Witcher 4, METRO 2039, Успіх STALKER 2, Провал Sony, Days Gone, Клоуни IGN, Rockstar GTA 6 ПЗДЦ, The Witcher 4, METRO 2039, Успіх STALKER 2, Провал Sony, Days Gone, Клоуни IGN, Rockstar 35 min Stormy Night Walk in Gotham City | Batman Arkham Knight | 4K Stormy Night Walk in Gotham City | Batman Arkham Knight | 4K 91 min real eyes realize AI lies real eyes realize AI lies 1 min The Case For Data Centers In Space The Case For Data Centers In Space 37 min Every US Electrical Outlet Explained Every US Electrical Outlet Explained 22 min The Wild Story of the Teton Dam Failure The Wild Story of the Teton Dam Failure 20 min Name That Infrastructure (Ep. 8) #shorts Name That Infrastructure (Ep. 8) #shorts 1 min Name That Infrastructure (Ep. 2) #shorts Name That Infrastructure (Ep. 2) #shorts 1 min Name That Infrastructure (Ep. 1) #shorts Name That Infrastructure (Ep. 1) #shorts 1 min Hurricane vs. Tiny Houses Hurricane vs. Tiny Houses 23 min Practical Magic (1998) - Gillian & Sally Kill Jimmy (2/11) | Movieclips Practical Magic (1998) - Gillian & Sally Kill Jimmy (2/11) | Movieclips 2 min Practical Magic (1998) - Midnight Margarita Magic (5/11) | Movieclips Practical Magic (1998) - Midnight Margarita Magic (5/11) | Movieclips 2 min Evil Ed’s Terrifying Wolf Transformation | Fright Night Evil Ed’s Terrifying Wolf Transformation | Fright Night 5 min Name That Infrastructure (Ep. 11) #shorts Name That Infrastructure (Ep. 11) #shorts 1 min This feels illegal This feels illegal 1 min This or the iPhone? This or the iPhone? 2 min The Unreleased Rollable Smartphone! The Unreleased Rollable Smartphone! 10 min Is Yvonne Happy with Her New Laptop? Is Yvonne Happy with Her New Laptop? 12 min Zero Gravity Is Weirder Than You Think (Bonus Episode) Zero Gravity Is Weirder Than You Think (Bonus Episode) 12 min How Apple AirPods Work How Apple AirPods Work 19 min Adding Recoil to My Mouse was a lot Harder than I Thought... Adding Recoil to My Mouse was a lot Harder than I Thought... 19 min “The Biggest Android Update Ever” “The Biggest Android Update Ever” 13 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 What Bothers Physicists About Black Holes (Interview with Brian Cox) What Bothers Physicists About Black Holes (Interview with Brian Cox) 74 min How A Zero G Plane Works How A Zero G Plane Works 1 min The V-22 Osprey and why it keeps crashing The V-22 Osprey and why it keeps crashing 25 min FULL METAL ALCHEMY (ft. Sir Isaac Newton) FULL METAL ALCHEMY (ft. Sir Isaac Newton) 1 min The $1 Trillion Problem Diamonds Can Solve The $1 Trillion Problem Diamonds Can Solve 17 min $10,000 Power Washer vs Fruit $10,000 Power Washer vs Fruit 1 min 60 Day Body Transformation 60 Day Body Transformation 1 min Why avalanches are most deadly when they stop - Simon Trautman Why avalanches are most deadly when they stop - Simon Trautman 6 min SciShow is in the field NOW! SciShow is in the field NOW! 1 min What to do if you live in the path of a volcano - Arianna Soldati What to do if you live in the path of a volcano - Arianna Soldati 6 min Why do gay people sound like that? Why do gay people sound like that? 6 min We're building a REAL LIFE BATMOBILE | EP.1 We're building a REAL LIFE BATMOBILE | EP.1 32 min We had TOO much fun with this one 🔥 #batman #batmobile #engineering We had TOO much fun with this one 🔥 #batman #batmobile #engineering 1 min Peppa Meets a Hedgehog 🦔 #shorts #peppapig Peppa Meets a Hedgehog 🦔 #shorts #peppapig 1 min How To Survive Being Eaten How To Survive Being Eaten 10 min The magical forest realm hiding at the bottom of the ocean - Luka Seamus Wright and Salomé Buglass The magical forest realm hiding at the bottom of the ocean - Luka Seamus Wright and Salomé Buglass 6 min One headbutt and we're all gone 😅 #engineering #wolverine #marvel One headbutt and we're all gone 😅 #engineering #wolverine #marvel 1 min Peppa Pig Plays CHEESE HOLE IN THE WALL!🧀 BRAND NEW Peppa Pig Tales Full Episodes | 35 Mins Peppa Pig Plays CHEESE HOLE IN THE WALL!🧀 BRAND NEW Peppa Pig Tales Full Episodes | 35 Mins 36 min Where Is Love Stored in the Body? Where Is Love Stored in the Body? 9 min Boo Boo at the Fun Fair! 🎡 #PeppaPigTales #Shorts #LEGODUPLO Boo Boo at the Fun Fair! 🎡 #PeppaPigTales #Shorts #LEGODUPLO 1 min SOME OF THE STRANGEST BORDER ANOMALIES ON EARTH! SOME OF THE STRANGEST BORDER ANOMALIES ON EARTH! 18 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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