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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 GPU can be Hacked to Unlock Secret Memory This GPU can be Hacked to Unlock Secret Memory 20 min DLSS 5 is NOT What We Expected DLSS 5 is NOT What We Expected 19 min Stormy Night Walk in Gotham City | Batman Arkham Knight | 4K Stormy Night Walk in Gotham City | Batman Arkham Knight | 4K 91 min How Owning Your Own AI Can Unlock Smarter, More Precise Agents How Owning Your Own AI Can Unlock Smarter, More Precise Agents Поїхали в Лапландію на Land Rover Discovery 5 в пошуках Санти! Поїхали в Лапландію на Land Rover Discovery 5 в пошуках Санти! 56 min How To Manage Token Costs While Keeping Agentic Goals On Track How To Manage Token Costs While Keeping Agentic Goals On Track 5 min This Game Might Be One Of The Best This Year… PRAGMATA (Walkthrough Gameplay Part 5) This Game Might Be One Of The Best This Year… PRAGMATA (Walkthrough Gameplay Part 5) 115 min Jensen Huang: The Mindset That Built NVIDIA Jensen Huang: The Mindset That Built NVIDIA 49 min AI News: The Most Insane Week So Far This Year! AI News: The Most Insane Week So Far This Year! 31 min 10 years of AI reporting | 60 Minutes Marathon 10 years of AI reporting | 60 Minutes Marathon 214 min How are holograms possible? How are holograms possible? 47 min Practical Magic (1998) - The Love Curse Kills Sally's Husband (1/11) | Movieclips Practical Magic (1998) - The Love Curse Kills Sally's Husband (1/11) | Movieclips 3 min How Earthquake Bearings Work How Earthquake Bearings Work 19 min Name That Infrastructure (Ep. 3) #shorts Name That Infrastructure (Ep. 3) #shorts 1 min Name That Infrastructure (Ep. 1) #shorts Name That Infrastructure (Ep. 1) #shorts 1 min Man Builds DIY Off-Grid WOODEN HOUSE In The Mountains | Start To Finish By ‪@CountryBoy-82‬ Man Builds DIY Off-Grid WOODEN HOUSE In The Mountains | Start To Finish By ‪@CountryBoy-82‬ The Los Angeles Aqueduct is Wild The Los Angeles Aqueduct is Wild 23 min So You Want to Build a Tunnel... So You Want to Build a Tunnel... 21 min From Garden to Jar | Preserving Cucumbers & Tomatoes for Winter 🌿🍅 From Garden to Jar | Preserving Cucumbers & Tomatoes for Winter 🌿🍅 26 min Man Builds Snow Log Cabin In The Forest Of Finland | Start To Finish By ‪@sharingsurvival‬ Man Builds Snow Log Cabin In The Forest Of Finland | Start To Finish By ‪@sharingsurvival‬ 30 min Why America’s Tank Failed in Ukraine Why America’s Tank Failed in Ukraine 23 min NVIDIA CEO Jensen Huang's Vision for the Future NVIDIA CEO Jensen Huang's Vision for the Future 64 min NASA Found A Very Strange Star NASA Found A Very Strange Star 1 min Dream come true 🥹 Dream come true 🥹 1 min Your Next Budget PC Upgrade is...Custom Watercooling?? Your Next Budget PC Upgrade is...Custom Watercooling?? 25 min The new Samsung INVISIBLE Display! 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What Is a Good Gut Microbiome, Anyway? 12 min The V-22’s prototype was even more dangerous The V-22’s prototype was even more dangerous 3 min Europe Just Got Stronger Europe Just Got Stronger 2 min Why ketamine is suddenly so popular Why ketamine is suddenly so popular 7 min Google Pixel 11 Hands on - The Phone Crisis Begins. Google Pixel 11 Hands on - The Phone Crisis Begins. 14 min Why You Should Get Your DNA Sequenced After You Die Why You Should Get Your DNA Sequenced After You Die 10 min THE POWER SYSTEMS! | Real Life Power Armor (Part 2/6) THE POWER SYSTEMS! | Real Life Power Armor (Part 2/6) 30 min Newest addition to my lab 😏 #cnc #3Ddesign #engineering Newest addition to my lab 😏 #cnc #3Ddesign #engineering 1 min How 3 enemies became one country How 3 enemies became one country 35 min Peppa's Sandcastle DISASTER ⛱️🌊 #PeppaPig #Shorts #Summer #LEGODUPLO Peppa's Sandcastle DISASTER ⛱️🌊 #PeppaPig #Shorts #Summer #LEGODUPLO 1 min Nukes are way scarier than you think Nukes are way scarier than you think 48 min Why Does AI Need Access to the Web? Why Does AI Need Access to the Web? 20 min Making REAL Fallout Power Armor (Part 1/6) Making REAL Fallout Power Armor (Part 1/6) 23 min We've kept this project secret for months! 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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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