Browse Lessons

The Model Context Protocol: Connecting AI to Everything - Adam Jones, Anthropic

The Future Is Tiled: Using CuTile & TileIR To Write Portable, High-performance GPU...- Jared Roesch

mxfp8, mxfp4, nvfp4 formats and applications in PyTorch - Vasily Kuznetsov & Driss Guessous, Meta

Panel Discussion: Agents in the Wild: Real-World Deployments and Lessons Learned

Keynote: Noam Brown, Research Scientist at OpenAI in Conversation with Joe Spisak, Meta

Can Reinforcement Learning Lead to AGI? - Daniel Han, Unsloth

End-to-End Optimizing Multi-Turn RL and High-Performance Inference in Agents with... - Chenyang Zhao

Keynote: Closing Remarks - Matt White, Executive Director, PyTorch Foundation

Panel Discussion: Training and Inference at Planet Scale

Weaver: Shrinking the Generation-Verification Gap with Weak Verifiers - Jon Saad-Falcon

Panel Discussion: Beyond the Leaderboard... - Jeremy Howard, Rebecca Qian, Haifeng Xu, Shishir Patil

Sponsored Session: Everything Everywhere all at Once: vLLM...- Brittany Rockwell & Shireen Kheradpey

Keynote: Building ML Systems Foundations at the Age of AI - Tianqi Chen, NVIDIA & CMU

SkyRL: A Modular RL Library for LLM Agents - Sumanth Hegde, Anyscale & Tyler Griggs, UC Berkeley

ExecuTorch 1.0: General Availability Status for Mobile and Embedded...- Mergen Nachin & Cemal Bilgin

From Model To Trust: Building Upon Tamper-proof ML Metadata Records - Mihai Maruseac, Google

Keynote: Robot Foundation Models - Sergey Levine

Keynote: Olmo-Thinking: Training a Fully Open Reasoning Model - Nathan Lambert

Sponsored Session: Lightning Talk: Efficient Inference Serving with Kubernetes Gateway... - Lin Sun

Keynote: Jeremy Howard, Founding Researcher at fast.ai in Conversation with Anna Tong, Forbes

Keynote: Enabling PyTorch’s Thousand Ops for Software First Silicon Design - Andrew Ling

Keynote: Recognizing the PyTorch Foundation CICD Infrastructure Community - Eli Uriegas

Sponsored Keynote: From Transactions to Transformers: Hardware Built for... - Christian Jacobi

Lightning Talk: KernelBot: The World's First Competitive GPU Programming Platform - Mark Saroufim

Keynote: Welcome Back to Day 2 - Matt White, Executive Director, PyTorch Foundation

Addressing the Challenges of Public Web Data - Greg Lindahl, Common Crawl

Sponsor Keynote: Build AI Anywhere with ROCm™ Software: AMD and PyTorch Bring... - Anush Elangovan

Keynote: PyTorch Technical Deep Dive - Alban Desmaison, Peng Wu, Mark Saroufim & Edward Yang, Meta

Keynote: Towards Building Safe and Secure Agentic AI - Dawn Song, UC Berkeley

Keynote: The Physical Turing Test: Solving General Purpose Robotics - Jim Fan, NVIDIA

Sponsored Keynote: Unlocking AI at Scale for PyTorch Developers - Jeff Gehlhaar

The Building Blocks of Today’s and Tomorrow’s Language Models - Sebastian Raschka, RAIR Lab

Lightning Talk: Challenges and Standardization in PyTorch Ecosystem... - Zesheng Zong & Ashok Emani

Keynote Panel: Hardwares & Accelerators - D Patel, S Zhou, P Salanki, N Perumbeti, M Saroufim

The Building Blocks of Agentic Al - Joe Spisak, Product Director, Meta Superintelligence Labs

Keynote: Welcome & Opening Remarks - Matt White, Executive Director, PyTorch Foundation

Keynote: Marin: An Open Lab for Frontier AI - Percy Liang, Together

Keynote: Ray: A Distributed Compute Engine for AI - Robert Nishihara & Ion Stoica

Keynote: An OPEN Path to Super Intelligence - Eric Xing

Keynote Panel Discussion: Signal vs. Noise: Betting on AI’s Next Wave

Keynote: vLLM & Deepspeed Updates - Simon Mo & Tunji Ruwase

Keynote Panel Discussion: Agentic AI - A. Dhinakaran, J. Liu, A. Jones, S. Colvin & B. Lorica

Keynote: Closing Remarks - Matt White, Executive Director, PyTorch Foundation

PyTorch APIs for High Performance MoE Training and Inference - D. Vega-Myhre; Ke Wen & N. Gimelshein

Sponsored Session: Lightning Talk: Improving Drug Discovery with Machine Learning... - Simon Axelrod

Bridging the Gap: Embedded Deployment of PyTorch Deep Learning Models in Complex Engineered Systems

Lightning Talk: What's New in Torch.onnx - Maanav Dalal & Justin Chu, Microsoft

Lightning Talk: Accelerating PyTorch FSDP Via Overlapping Collectives With In... - Nariaki Tateiwa