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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 AI News: The Most Insane Week So Far This Year! AI News: The Most Insane Week So Far This Year! 31 min IBM’s cloud collab, Meta’s Muse Glimmer & OpenAI’s upcoming Astra model IBM’s cloud collab, Meta’s Muse Glimmer & OpenAI’s upcoming Astra model 37 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 How Lifelike AI Became Amarillo's Face — And A New Gateway To City Services How Lifelike AI Became Amarillo's Face — And A New Gateway To City Services 4 min This GPU can be Hacked to Unlock Secret Memory This GPU can be Hacked to Unlock Secret Memory 20 min 10 years of AI reporting | 60 Minutes Marathon 10 years of AI reporting | 60 Minutes Marathon 214 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 DLSS 5.0 is out... kinda. DLSS 5.0 is out... kinda. 1 min Nothing I’ve Played Feels Like This… PRAGMATA (Walkthrough Gameplay Part 3) Nothing I’ve Played Feels Like This… PRAGMATA (Walkthrough Gameplay Part 3) 91 min This Small AI Will Change Everything This Small AI Will Change Everything 4 min Name That Infrastructure (Ep. 8) #shorts Name That Infrastructure (Ep. 8) #shorts 1 min Name That Infrastructure (Ep. 10) #shorts Name That Infrastructure (Ep. 10) #shorts 1 min Name That Infrastructure (Ep. 11) #shorts Name That Infrastructure (Ep. 11) #shorts 1 min Name That Infrastructure (Ep. 12) #shorts Name That Infrastructure (Ep. 12) #shorts 1 min Essential Skills for Becoming an AI Engineer: RAG, AI Agents, & More Essential Skills for Becoming an AI Engineer: RAG, AI Agents, & More 11 min Do Retention Ponds Actually Work? Do Retention Ponds Actually Work? 18 min Nobody Uses These Common Objects Correctly Nobody Uses These Common Objects Correctly 17 min Name That Infrastructure (Ep. 16) #shorts Name That Infrastructure (Ep. 16) #shorts 1 min Kling 2.6 generates clean cinematic and highly consistent videos on higgsfield #aivideo Kling 2.6 generates clean cinematic and highly consistent videos on higgsfield #aivideo 1 min Name That Infrastructure (Ep. 6) #shorts Name That Infrastructure (Ep. 6) #shorts 1 min 3 Things We Got Wrong About The Steam Machine 3 Things We Got Wrong About The Steam Machine 1 min I Investigated IKEA’s Suspiciously Cheap Tech I Investigated IKEA’s Suspiciously Cheap Tech 18 min Steam Frame Wireless Range Test Steam Frame Wireless Range Test 1 min The Massive Machine Hidden in the Deep Ocean The Massive Machine Hidden in the Deep Ocean 16 min World's First Touchscreen MacBook World's First Touchscreen MacBook 1 min This iPhone Duo Animation 👀 This iPhone Duo Animation 👀 1 min When Will The Sun DIE? When Will The Sun DIE? 1 min Astronauts Are Seeing Weird Things In Space Astronauts Are Seeing Weird Things In Space 1 min How A Zero G Plane Works How A Zero G Plane Works 1 min This Took 6 Years to Make This Took 6 Years to Make 1 min The Forbidden Alloy of WW2 The Forbidden Alloy of WW2 2 min Apple Intelligence scares me Apple Intelligence scares me 1 min It took me 30+ years to realize what I’ll teach you in 10 minutes It took me 30+ years to realize what I’ll teach you in 10 minutes 13 min I Tested NASA's New Space Suit (Ft. Axiom Space) I Tested NASA's New Space Suit (Ft. Axiom Space) 26 min Why ketamine is suddenly so popular Why ketamine is suddenly so popular 7 min The Male G-Spot The Male G-Spot 6 min Sam Altman Shows Me GPT 5... And What's Next Sam Altman Shows Me GPT 5... And What's Next 66 min Not all steps are created equal! Some cool new science looking at how effective step count is. Not all steps are created equal! Some cool new science looking at how effective step count is. 2 min How Firefly is Revolutionizing the Logistics of Spaceflight | Full Documentary How Firefly is Revolutionizing the Logistics of Spaceflight | Full Documentary 49 min 30 Day Body Transformation 30 Day Body Transformation 2 min Why You Don’t Trust Tap Water Why You Don’t Trust Tap Water 27 min Rock, paper, scissors to defend alchemy Rock, paper, scissors to defend alchemy 1 min The deadly drug everyone is taking The deadly drug everyone is taking 10 min Newest addition to my lab 😏 #cnc #3Ddesign #engineering Newest addition to my lab 😏 #cnc #3Ddesign #engineering 1 min Squashpuff Shake #PeppaPig #Shorts Squashpuff Shake #PeppaPig #Shorts 1 min Why does catnip make cats go crazy? - Jaap de Roode Why does catnip make cats go crazy? - Jaap de Roode 5 min The Blood of Dawnwalker Review The Blood of Dawnwalker Review 14 min Why avalanches are most deadly when they stop - Simon Trautman Why avalanches are most deadly when they stop - Simon Trautman 6 min Peppa learns how to make a YUMMY Smoothie! 🥤 #PeppaPigTales #Shorts #LEGODUPLO Peppa learns how to make a YUMMY Smoothie! 🥤 #PeppaPigTales #Shorts #LEGODUPLO 1 min The coolest desktop CNC machine I've seen 🔥 #cnc #3Ddesign #engineering The coolest desktop CNC machine I've seen 🔥 #cnc #3Ddesign #engineering 1 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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