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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: Microsoft Finally Reveals Their Plan! AI News: Microsoft Finally Reveals Their Plan! 31 min IBM’s mainframe chip collab, NVIDIA’s Poolside deal & Ox Alpha’s reveal IBM’s mainframe chip collab, NVIDIA’s Poolside deal & Ox Alpha’s reveal 31 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 Open Models Change The Economics of AI Open Models Change The Economics of AI 58 min This AI Supercomputer can fit on your desk... 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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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